{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  <div align='center'>第8章 非参数统计(3)</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy.stats as st\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.stats.anova as sma\n",
    "import statsmodels.formula.api as smf\n",
    "import statsmodels.stats.api as smt\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.graphics.mosaicplot import mosaic\n",
    "import seaborn as sns\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8.6 秩相关与分位数回归\n",
    "本节内容主要包括基于秩的两变量相关关系和多变量之间的协同关系分析；中位数回归与分位数回归方法。"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_3.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.6.1 Spearman秩相关检验\n",
    "- #### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_3.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_3.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "秩相关系数为： 0.7727272727272727\n",
      "\n",
      "T统计量： 3.8497419160916255 ，显著性水平为0.01的t值： 2.763769457447889\n",
      "\n",
      "T统计量p值为： 0.0032135750357506292\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SpearmanrResult(correlation=0.7719345764047542, pvalue=0.003265288619878138)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "当统计量T大于显著性水平为0.01，自由度为n-2的t值时，拒绝原假设，接受备择假设。\n",
    "'''\n",
    "x=np.array([65,79,67,66,89,85,84,73,88,80,86,75])\n",
    "y=np.array([62,66,50,68,88,86,64,62,92,64,81,80])\n",
    "n=len(x)\n",
    "Ri=st.rankdata(x)\n",
    "Qi=st.rankdata(y)\n",
    "rs=1-6/(n*(n**2-1))*np.sum((Ri-Qi)**2)\n",
    "\n",
    "\n",
    "\n",
    "print('秩相关系数为：',rs)\n",
    "T=rs*((n-2)/(1-rs**2))**0.5\n",
    "\n",
    "###显著性水平alpha=0.01,自由度为10，即n-2\n",
    "t=st.t.ppf(0.99,10)\n",
    "print('\\nT统计量：',T,'，显著性水平为0.01的t值：',t)\n",
    "\n",
    "###计算T的p值，由于是双边检验，所以需要对生存函数的值乘2\n",
    "pvalue=2*st.t.sf(T,10)\n",
    "print('\\nT统计量p值为：',pvalue)\n",
    "\n",
    "###Spearman秩相关检验\n",
    "#Spearman秩相关检验\n",
    "st.spearmanr(x,y)"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_7.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.6.2 Kendall $\\tau$相关检验\n",
    "\n",
    "\n",
    "- #### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_7.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_7.jpg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tau值： 0.6888888888888889\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "KendalltauResult(correlation=0.6888888888888888, pvalue=0.00468694885361552)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "Kendall tau相关检验的重点在于协同量Nc和不协同量Nd的计算。\n",
    "tau值显著大于0，即学生体重与肺活量存在相关性，而且是正相关。\n",
    "'''\n",
    "w=np.array([75,95,85,70,76,68,60,66,80,88])\n",
    "l=np.array([2.62,2.91,2.94,2.11,2.17,1.98,2.04,2.20,2.65,2.69])\n",
    "wr=st.rankdata(w)\n",
    "lr=st.rankdata(l)\n",
    "\n",
    "n=len(w)\n",
    "signs=[]\n",
    "###计算kendall相关系数tau值\n",
    "for i in range(n):\n",
    "    for j in range(i,n):\n",
    "        signs.append(np.sign((wr[i]-wr[j])*(lr[i]-lr[j])))\n",
    "tau=2/(n*(n-1))*np.sum(signs)\n",
    "print('tau值：',tau)\n",
    "\n",
    "###使用scipy的kendalltau函数进行相关检验\n",
    "st.kendalltau(w,l)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38, 7)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###协同数对和不协同数对\n",
    "si=np.array(signs)\n",
    "np.sum(si>0),np.sum(si<0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00468694885361552"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###Kendall tau显著性检验的p值计算，稍显复杂\n",
    "#在秩无结点的情况下，该代码来自kendalltau函数\n",
    "from scipy.special import factorial\n",
    "##不协同数对个数为7，协同数对为38\n",
    "new = [0.0]*(7+1)\n",
    "new[0] = 1.0\n",
    "new[1] = 1.0\n",
    "##样本数为10\n",
    "for j in range(3,10+1):\n",
    "    old = new[:]\n",
    "    for k in range(1,min(j,7+1)):\n",
    "        new[k] += new[k-1]\n",
    "    for k in range(j,7+1):\n",
    "        new[k] += new[k-1] - old[k-j]\n",
    "\n",
    "pvalue = 2.0*np.sum(new)/factorial(10)\n",
    "pvalue"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- #### $\\tau$的分布\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.7727242920997393, 0.005558919627070556)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###通过z分布逼近进行检验\n",
    "#检验结果与kendalltau函数一致，即拒绝原假设，体重与肺活量存在关联关系\n",
    "z_alpha=3*(38-7)/(n*(n-1)*(2*n+5)/2)**0.5\n",
    "z_alpha,2*st.norm.sf(z_alpha)"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_12.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.6.3 多变量Kendall协和系数检验\n",
    "-\n",
    "- #### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_12.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_12.jpg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "卡方值： 24.35185185185185 ，显著性水平0.05的卡方值： 16.918977604620448 ，卡方检验的p值： 0.003778366910230634\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "Kendall协和系数检验的统计量的计算\n",
    "'''\n",
    "###原始数据\n",
    "X1=np.array([41,43,39.5,38,40.5,41,40,38.5,44,39])\n",
    "X2=np.array([55.7,56.3,54.5,54.2,55.1,55.4,54.5,54.2,56.9,54.5])\n",
    "X3=np.array([8.6,9.2,8,5.6,6.8,8,8.6,7.4,9.8,7.4])\n",
    "\n",
    "###3组数据的秩\n",
    "r1=st.rankdata(X1)\n",
    "r2=st.rankdata(X2)\n",
    "r3=st.rankdata(X3)\n",
    "\n",
    "###计算T值\n",
    "from collections import Counter\n",
    "T=[]\n",
    "###将3个秩中的结点及其结长取出来，计算r^3-r公式\n",
    "#结长大于1的结点才进行计算并保存。\n",
    "for c in (Counter(r1),Counter(r2),Counter(r3)):\n",
    "    for d in c.values():\n",
    "        if d>1:#结长大于1的结点\n",
    "            T.append(d**3-d)\n",
    "T=np.sum(T)\n",
    "\n",
    "### 计算Wc值\n",
    "k=3\n",
    "n=len(X1)\n",
    "r=np.c_[r1,r2,r3]\n",
    "###Ri.秩和，3组数据对应秩之和\n",
    "Ri=np.sum(r,1)\n",
    "Wc=(12*np.sum(Ri**2)-3*k**2*n*(n+1)**2)/(k**2*(n**3-n)-k*T)\n",
    "\n",
    "###待检验的卡方值\n",
    "W=k*(n-1)*Wc\n",
    "print('卡方值：',W, '，显著性水平0.05的卡方值：',st.chi2.ppf(0.95,n-1),\n",
    "      '，卡方检验的p值：',st.chi2.sf(W,n-1))"
   ]
  },
  {
   "attachments": {
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     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.6.4 $Kappa$ 一致性检验\n",
    "\n",
    "\n",
    "- #### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_18.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A16_18.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K值： 0.6917385943279902 \n",
      "Z值： 6.878689011802013 \n",
      "显著性水平0.05的Z值： 1.959963984540054 \n",
      "显著性检验的p值： 3.0202932708548276e-12\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "Kappa一致性检验。计算结果表明，正态逼近值Z=6.8787，大于显著性水平0.05的Z值，\n",
    "表明拒绝原假设，接受备择假设。\n",
    "检验的p值远小于0.05，同样是拒绝原假设。\n",
    "'''\n",
    "###原始评分频数\n",
    "scores=np.array([18,2,0,4,12,1,2,1,10]).reshape(3,3)\n",
    "###行频数和\n",
    "si=scores.sum(1)\n",
    "###列频数和\n",
    "sj=scores.sum(0)\n",
    "###总频数和\n",
    "n=scores.sum()\n",
    "###单元概率\n",
    "p_ij=scores/n\n",
    "###行概率和\n",
    "p_i=p_ij.sum(1)\n",
    "###列概率和\n",
    "p_j=p_ij.sum(0)\n",
    "###类别概率和，即pii之和=p11+p22+p33\n",
    "P0=np.diag(p_ij).sum()\n",
    "###行概率和列概率和之积再求和\n",
    "Pe=np.sum(p_i*p_j)\n",
    "###Kappa统计量，多次判断结果一致性度量\n",
    "K=(P0-Pe)/(1-Pe)\n",
    "###Kappa统计量的标准差\n",
    "std_k=(1/(n*(1-Pe)**2)*(Pe+Pe**2-np.sum(p_i*p_j*(p_i+p_j))))**0.5\n",
    "###正态逼近值\n",
    "Z=K/std_k\n",
    "print('K值：',K,'\\nZ值：',Z,'\\n显著性水平0.05的Z值：',st.norm.ppf(0.975),\n",
    "      '\\n显著性检验的p值：',st.norm.sf(Z))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.6.5 中位数回归系数估计方法\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "- #### 示例：\n",
    "使用南非心脏病数据中的ldl（低密度脂蛋白）和adiposity（肥胖指标）2个属性的数据进行回归分析，以ldl作为自变量，adiposity作为因变量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>row.names</th>\n",
       "      <th>sbp</th>\n",
       "      <th>tobacco</th>\n",
       "      <th>ldl</th>\n",
       "      <th>adiposity</th>\n",
       "      <th>famhist</th>\n",
       "      <th>typea</th>\n",
       "      <th>obesity</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>age</th>\n",
       "      <th>chd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>12.00</td>\n",
       "      <td>5.73</td>\n",
       "      <td>23.11</td>\n",
       "      <td>Present</td>\n",
       "      <td>49</td>\n",
       "      <td>25.30</td>\n",
       "      <td>97.20</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>144</td>\n",
       "      <td>0.01</td>\n",
       "      <td>4.41</td>\n",
       "      <td>28.61</td>\n",
       "      <td>Absent</td>\n",
       "      <td>55</td>\n",
       "      <td>28.87</td>\n",
       "      <td>2.06</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>118</td>\n",
       "      <td>0.08</td>\n",
       "      <td>3.48</td>\n",
       "      <td>32.28</td>\n",
       "      <td>Present</td>\n",
       "      <td>52</td>\n",
       "      <td>29.14</td>\n",
       "      <td>3.81</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>170</td>\n",
       "      <td>7.50</td>\n",
       "      <td>6.41</td>\n",
       "      <td>38.03</td>\n",
       "      <td>Present</td>\n",
       "      <td>51</td>\n",
       "      <td>31.99</td>\n",
       "      <td>24.26</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>134</td>\n",
       "      <td>13.60</td>\n",
       "      <td>3.50</td>\n",
       "      <td>27.78</td>\n",
       "      <td>Present</td>\n",
       "      <td>60</td>\n",
       "      <td>25.99</td>\n",
       "      <td>57.34</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   row.names  sbp  tobacco   ldl  adiposity  famhist  typea  obesity  alcohol  \\\n",
       "0          1  160    12.00  5.73      23.11  Present     49    25.30    97.20   \n",
       "1          2  144     0.01  4.41      28.61   Absent     55    28.87     2.06   \n",
       "2          3  118     0.08  3.48      32.28  Present     52    29.14     3.81   \n",
       "3          4  170     7.50  6.41      38.03  Present     51    31.99    24.26   \n",
       "4          5  134    13.60  3.50      27.78  Present     60    25.99    57.34   \n",
       "\n",
       "   age  chd  \n",
       "0   52    1  \n",
       "1   63    1  \n",
       "2   46    0  \n",
       "3   58    1  \n",
       "4   49    1  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "saheart=pd.read_csv('e:\\\\data\\\\saheart.csv')\n",
    "saheart.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Brown-Mood回归系数估计：11.5552+2.9523*X\n",
      "最小二乘回归参数估计：17.5626+1.6548*X\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "Brown-Mood方法进行参数估计。\n",
    "'''\n",
    "X=saheart.ldl\n",
    "Y=saheart.adiposity\n",
    "medX=np.median(X)#X自变量的中位数\n",
    "medX1=np.median(X[X<=medX])#X中位数之前半段数据的中位数\n",
    "medX2=np.median(X[X>medX])#X中位数之后半段数据的中位数\n",
    "\n",
    "###根据X中位数的定位Y的前、后半段，然后分别求中位数\n",
    "medY1=np.median(Y[X<=medX])\n",
    "medY2=np.median(Y[X>medX])\n",
    "\n",
    "###求解回归系数和截距\n",
    "beta=(medY2-medY1)/(medX2-medX1)\n",
    "alpha=np.median(Y-X*beta)\n",
    "print('Brown-Mood回归系数估计：%0.4f+%0.4f*X'%(alpha,beta))\n",
    "\n",
    "'''\n",
    "最小二乘法进行线性回归。可以使用Statsmodels的ols（或OLS）。\n",
    "'''\n",
    "formula='y~x'\n",
    "results=smf.ols(formula,data={'y':Y,'x':X}).fit()\n",
    "alpha1=results.params[0]\n",
    "beta1=results.params[1]\n",
    "print('最小二乘回归参数估计：%0.4f+%0.4f*X'%(alpha1,beta1))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- #### (2) Theil方法\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Theil方法估计回归系数。\n",
    "'''\n",
    "n=len(X)\n",
    "s_ij=[]\n",
    "###迭代求解斜率集合\n",
    "for i in np.arange(0,n):\n",
    "    for j in np.arange(i+1,n):\n",
    "        if (X[j]-X[i])!=0:\n",
    "            s_ij.append((Y[j]-Y[i])/(X[j]-X[i]))\n",
    "        \n",
    "beta2=np.median(s_ij)\n",
    "alpha2=np.median(Y-beta2*X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.0275423728813564,\n",
       " 16.029110169491524,\n",
       " (2.0275423728813564, 17.315466101694916))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###手工编码和theilslopes函数计算的斜率一致，但是截距不同。\n",
    "beta2,alpha2,st.theilslopes(Y,X)[0:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "从图中可以看出Brown-Mood和Theil回归更能符合数据的主体趋势。\n",
    "'''\n",
    "plt.figure(figsize=(8,6))\n",
    "###原始样本数据的散点图\n",
    "plt.scatter(X,Y,facecolor=None,edgecolor='k',alpha=0.3)\n",
    "x=np.linspace(0,15,50)##自变量测试数据\n",
    "y1=alpha+beta*x##Brown-Mood回归\n",
    "y2=alpha1+beta1*x##最小二乘回归\n",
    "y3=alpha2+beta2*x##Theil回归\n",
    "\n",
    "plt.plot(x,y1,'g:',label='Brown-Mood回归')\n",
    "plt.plot(x,y2,'b.',label='最小二乘回归')\n",
    "plt.plot(x,y3,'r--',label='Theil回归')\n",
    "\n",
    "plt.legend(fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- #### 回归系数检验\n",
    "##### Brown-Mood检验：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Brown-Mood检验统计量： 4.199134199134199 \n",
      "BM检验p值： 0.12250945116977789\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "Brown-Mood检验\n",
    "'''\n",
    "###此处使用Brown-Mood回归方程计算Y的回归值\n",
    "Y_bm=alpha+beta*X\n",
    "#Y_bm=alpha1+beta1*X #使用最小二乘估计的回归方程\n",
    "#Y_bm=alpha2+beta2*X #使用Theil方法估计的回归方程\n",
    "\n",
    "###n1的计算\n",
    "a1 = np.where(X<medX)[0]\n",
    "b1 = np.where(Y>Y_bm)[0]\n",
    "n1=0\n",
    "for i in a1:\n",
    "    if i in b1:\n",
    "        n1+=1\n",
    "        \n",
    "###n2的计算\n",
    "a2 = np.where(X>medX)[0]\n",
    "b2 = np.where(Y<Y_bm)[0]\n",
    "n2=0\n",
    "for j in a2:\n",
    "    if j in b2:\n",
    "        n2+=1\n",
    "\n",
    "###BM统计量\n",
    "BM=(8/n)*((n1-n/4)**2+(n2-n/4)**2)\n",
    "print('Brown-Mood检验统计量：',BM,'\\nBM检验p值：',st.chi2.sf(BM,2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Theil检验\n",
    "此检验方法是使用Theil回归系数beta2乘以X，然后使用Y减去该值得到的残差，然后与X进行$Kendall$  $\\tau$检验。原假设为：$H_0:\\beta=\\beta_0$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KendalltauResult(correlation=0.0, pvalue=1.0)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "检验结果p值大于0.05，表明不能拒绝beta=beta0的原假设。\n",
    "该方法不大适合Brown-Mood和最小二乘估计回归系数的检验，大家可以试试。\n",
    "'''\n",
    "res=Y-beta2*X\n",
    "st.kendalltau(X,res)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.6.6 线性分位回归模型\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>income</th>\n",
       "      <th>foodexp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>420.157651</td>\n",
       "      <td>255.839425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>541.411707</td>\n",
       "      <td>310.958667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>901.157457</td>\n",
       "      <td>485.680014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>639.080229</td>\n",
       "      <td>402.997356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>750.875606</td>\n",
       "      <td>495.560775</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       income     foodexp\n",
       "0  420.157651  255.839425\n",
       "1  541.411707  310.958667\n",
       "2  901.157457  485.680014\n",
       "3  639.080229  402.997356\n",
       "4  750.875606  495.560775"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "使用engel数据，数据包括235个比利时家庭的年家庭收入和用于食品支出的费用进行观察。\n",
    "本例使用等分位回归，tau的取值从0.1到0.9，间隔为0.1\n",
    "'''\n",
    "engel=pd.read_csv('e:\\\\data\\engel.csv')\n",
    "engel.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eEARBeOKlpV3mxs2ZGOjb0q7dDoyN61fpOCEhIfzyyy9YW1vj5eWFpaVlNfe05ogALwiCIDzRklN8CQychbFxA9q13Y6hYdm5Qspz7do1Dh8+jLOzM+PHj8fExKSae1qzRIAXBEEQnlgJiUcIDn4XM7OmtPXYhoFBxVk7/0uWZc6ePcvp06dp3LgxY8aM0Ti9d20mArzwkISEBO7du4e7uzumpqaPuzuCIAhlevDgF0JC52Np2Y62HlvQ06t8ci61Ws2RI0e4evUqbdq0YcSIEbU+gY2mRCa7p1BQUBCdOnXC2tqauXPnary07ssvv6RZs2ZMmTKFevXqce7cOS33VBAEoWqiY7wJCZ2HjXVX2rXdVqXgrlQq+eWXX7h69SrPPfccI0eOfGqCO4gA/9TJz89n2LBheHp6cu3aNQIDA9m2bVuF7UJCQvjyyy8JCwsjJCSE//3vfyXKHAqCINQGUVHfc/v2YuztXsDDYyO6upUfK8/Pz2fXrl0EBwfzwgsvMGDAAHR0nq6Q+HRdzTNi9OjRWFlZlfhZtmwZR44cQaFQsHr1atzc3FixYgVbtmyp8JhKpZLNmzfj4OAAQIcOHUhKStL2pQiCIGhMlmXuRKwi4u5qHOqOoFWrdejoGFb6ODk5OWzfvp3IyEhGjBhBt25Vy3JX24kx+FruwIEDzJkzB4VCgZeXF6tWrSI+Pr7McrFr166lW7duGBoW/dF7eHgQEhJS4XnatGlTnIIxOzubdevW8eKLL1bvxQiCIFSRLKu5Hb6EmBhvnJ3G0azZEiSp8veoaWlpeHt7k5mZySuvvEKzZs200Nva4ZkO8CuvrCQsNaxGz9ncpjkfdP5Ao31jY2MZN24c69ato3fv3kyaNAkov1xsZmYmrq6uxa8lSUJXV5e0tDSsra0rPOehQ4cYP348Li4uLF68WKN+CoIgaJNarSQs7CMexP9Cg/rTadz4QyRJqvRxEhIS8Pb2RqlUMmnSJBo0aKCF3tYe4hF9LXbs2DHc3NyYMWMGbm5uGgVcPT294rv3fxgZGaFQKDQ656BBgzh06BAAH374YaX7LAiCUJ3U6gKCg9/hQfwvuLq+U+Xgfu/ePX788UckSWLq1KlPfXCHZ/wOXtM76cclMTERJyen4tf//EGOHj2akydPlth/7ty52NjYcOfOnYfez8rK0nhNp56eHr169eK7775jyJAhrF69+hGuQBAEoepUqjwCg2aRknKGJo0/pkGDaVU6TlhYGPv27cPS0hIvLy+srKyqt6O11DMd4Gs7BwcHoqOji19HRkYCsH79+jLH4K9fv463t/dDbfLz87GxKT/5w/bt28nMzOStt94CwMDA4KmbUSoIwpNDqczmxs1XSU+/QvNmy3B2fqVKx/H39+e3337D0dGRCRMmPFP5PUSAr8UGDBjArFmz2LhxI3379mXJkiVA+WPwPXv2JDExkV27djF+/HiWL19Ov379itd2pqenY25uXmKtZ7Nmzejfvz8NGzakTZs2fPLJJ4wdO1Z7FycIglCGwsJ0Am5MIysrGHf3r3GoO6zSx5BlmfPnz/Pnn3/i5ubGmDFjSgxfasP06dMJDQ1l8ODBpS41/v777/npp5+Aos/jLl26sGHDBq30Rdyi1WKOjo7s2bOHlStX0rFjR/r27VthGz09PTZv3szMmTOxt7fn4MGDrFy5sni7tbU1/v7+Jdp5enryzTff8NZbb9GuXTvq16/P119/Xa3XIwiCUJH8gmSuXx9PdnYorVutr1JwV6vVHDt2jD///JNWrVoxbty4Ggnu+/fvR6VScfHiReLi4ggPDy+xzxtvvIGvry++vr706NGDV199VWv9EXfwtdzw4cMZPnw4AFFRUSxdulSjNhEREfj5+eHp6YmtrW3xtvKy2k2ZMoUpU6Y8cp8FQRCqIi8vjuv+XuTnJ+DRZjM2NpVfn65UKjl48CCBgYF06dKlRhPY+Pr6MmbMGAD69OnD+fPnadKkSan7xsbGkpCQQIcOHbTWHxHgn1IODg4MGTLkcXdDEARBIwpFJP7+k1CqsmjXbjtWlpUPfAUFBezdu5c7d+7Qp08fevToUaUZ91WVk5ODs7MzABYWFiUmPP/b+vXreeONN7TaH/GI/gni4uKicV55QRCEJ0V29i38rr+CSp1H+3Y7qxTcFQoF27dvJyIigmHDhtGzZ88aDe4AZmZmxROgs7OzUavVpe6nVqs5ffo0vXv31mp/RIAXBEEQHpvMzJv4XR+PhC4d2u/G3Ny90sdIT09n69atxMfHM2bMGK0+9v6vwiQFucEpQFGK7/PnzwNw48YNXFxcSm1z7tw5unTpovW+iUf0giAIwmORlnaFGzdnoq9vTft2OzA2rnzymcTERHx8fMjPz8fLy6vMoKoNeXfSSPEJQ8dQF6Om1owcOZIePXoQFxfHkSNH2LNnDwsWLCgxd+rYsWP07NlT6/0TAV4QBEGocSkpZ7gZOAsjI2fatduBkaFDpY8RHR3Nzp070dPTY+rUqcXFsmpC9uUHpB+8g569CXaT3ZH0dbDQt8DX15cTJ04wb948HBwc8PDwKNF2+fLlNdJHEeAFQRCEGpWYeJSg4HcwNW1Cu7bbMDCwrbjRf9y+fZu9e/diYWHBxIkTK0zmVV1ktUzG4btkX4jDqJk1NuOao2P0/6HU2tq6eCb94yYCvCAIglBjHjzYT0joB1haeODhsRV9fYtKH+PGjRscOHCAunXrMnHiRMzMzLTQ05LUeUpSd4eRdysNs25OWA5phKRTsxP5KkMEeEEQBKFGxMT4cOv2J1hbd6VN6x/Q06t82tiLFy9y/PhxXF1dGTt2LEZGRlroaUnK1DyStwejTMrF6sXGmHVxrJHzPgoxi/4pFBQURKdOnbC2tmbu3LmVXlpXWFhI69at8fX11U4HBUF45kTd28Ct259gZ9cXjzabKx3cZVnm+PHjHD9+nJYtWzJhwoQaC+75URkkrg9AlVGA3TT3JyK4gwjwT538/HyGDRuGp6cn165dIzAwkG3btlXqGF988QVBQUHa6aAgCM8UWZaJiFhNRMQX1K0zlNat1qOrW7m0sSqVioMHD3Lx4kU6derE6NGj0dOrmQfQOf6JJG0KRMdYjzpvemDU2LpGzlsdxCP6J1B55WLd3d1RKBSsXr0aQ0NDVqxYwezZs5k6dapGxw4PD2f16tU1utREEISnkyyruR2+lJiY7Tg5jqF586VIkm7FDf+loKCAffv2cfv2bXr16sXzzz9fIwlsZLVM5ol7ZJ2OxrCRJbYTW6Bjoq/181YnEeBruQMHDjBnzhwUCgVeXl6sWrWK+Pj4MsvFrl27lm7duhUXVvDw8CAkJETj87322mvMnz+fI0eOVNs1CILw7JFlFaFhH/HgwT7q159Kk8YfVzow5+bmsmvXLqKjoxkyZAidOnXSUm8fpi5Qkbb3FrlBKZh2csBqhBuSnmYPvCuqJvePWbNmMWjQIIYNq3wxHU3VSICXJMkG6AD4y7KcXBPn1ET88uXkh4bV6DkNWzTH4aOPNNo3NjaWcePGsW7dOnr37s2kSZOA8svFZmZm4urqWvxakiR0dXVJS0vD2rr8R0s//vgjGRkZvP/++yLAC4JQZWp1AcEhc0hM/ANXl7dwdX270sE9MzMTHx8fUlJSePnll3F3r3yGu6pQZeaTvD2EwrhsLIe4YtbdWeO+/7ua3KxZswgPDy+12My5c+eIj4/XanCHGhiDlyTJETgMdAZOS5JkL0nSFkmSLkqStOBf+2n03rPk2LFjuLm5MWPGDNzc3Fi8eHGFbfT09EqURTQyMkKhUJTbLikpiQ8//JCtW7eWqBUvCIKgKZUqj5uBs0hM/IPGjefTqNE7lQ7uycnJbNmyhfT0dCZMmFBjwb0gNpuEbwNQJuVi69US8x71KtX30qrJ/VdhYSEzZ87ExcWFgwcPVlvfS1MTd/DuwLuyLP8lSZI10AfQlWW5qyRJ30mS1ARorcl7siyXLK77CDS9k35cEhMTcXJyKn7doEFRGsfyxuBtbGxKVDDKysrCwMCg3HO98847TJ8+vdSsS4IgCJpQKrO5cfNV0tOv0KzZZ9RzHl/pY8TGxrJz504kSWLKlCkPfQZqU25QMqk/3ULHVB+7NzwwcKz8Ej5Nqsnt2LGDli1bMm/ePNatW8f9+/d56623Hrn/pdF6gJdl+SSAJEk9KbqLtwH2/r35FNAdaKfheyUCvCRJrwKvwv8HwKeFg4MD0dHRxa8jIyOBojKDZY3BX79+HW9v74fa5OfnV5jladeuXZibm7N+/XqgqBLS0KFDmTRpEt999111XI4gCE+xwsJ0Am5MIysrCPeWX+LgMKLSx7hz5w4//fQTpqameHl5YWtb+Qx3lSXLMlm+MWQei8Kgvjm2k1qia17+DVFZNKkm5+/vz6uvvoqDgwMTJ07k448/fnIDPIBU9IxjLFAISEDs35sygcaAqYbvlSDL8kZgI0DHjh2fqlqqAwYMYNasWWzcuJG+ffuyZMkSoPwx+J49e5KYmMiuXbsYP348y5cvp1+/fsWP3dPT0zE3Ny/xGP6fLw//eOWVV3jnnXfo169fNV+VIAhPm/yCZAICJpOTc5fWrb7F3r5/pY8RGBjIr7/+ir29PRMnTsTc3FwLPX2YrFSTtj8cxfVEjD3ssRndFEm/ciPX8Xdukxx9j1a9XyiuJufp6cmNGzdo1qxZif0bN27M3bt3Abh27RoNGzaslmspTY0EeLko08qbkiR9BowGjP/eZEbRPIBsDd97pjg6OrJnzx7effddPvjgA2bPns2lS5fKbaOnp8fmzZsZN24cb79dNLHl3wlrrK2tuXr1Kh07dnyo3X+XxRkZGeHg4ICdnV11XY4gCE+hvLw4/AMmkZcXj4fHJmxtulf6GH/99RdHjx6lYcOGjBs3rkYS2KiyC0jxDqXgXiYWLzTEvE/9Ss8VCD7zJyc2fYu5jR3Nuz2vUTW56dOnM23aNPbs2UNhYSH79u2r7ksrJlU2y1mlTyBJHwAPZFneIUnSOuAaYC/L8mpJkj4FblH0RaNORe/JsryrvHN17NhRvnbtWqnbQkNDadGiRTVeWc2LiorC1dVVo8x08fHx+Pn54enpqbXHXE/D71QQhKpTKKLwD5hEYWEGbT22YGXVseJG/yLLMqdOneLcuXM0b96cUaNGoa+v/bXmhQk5JG8PQZVZgM2Yppi0sa9Ue7VKxdmdW/E7fJD6LVsz9N35mFhYApCWlsaJEyfo2bNnjVS3kyTJT5blUn/xNXEHvxHYK0nSDCAIOACclSTJCRgEeAIycE6D9wQNOTg4MGTIkMfdDUEQnlLZ2bfwD5iMLCtp384HC4vWlWqvUqk4fPgw169fp3379gwZMqRGVvDk3UolZVcYkoEOdV5rg0H9yg0F5GZl8vualdwPukG7gcN43ms6unrPaDU5WZbTgBf+/Z4kSb3+fu8LWZYzKvPes8zFxaXSeeUFQRCqW2bmTfwDpqKjY0D7drswM2taqfaFhYX88ssvhIWF0bNnT3r37q317HSyLJNzMY703++i72CK7WR39KwqlzI36X4UB1d9RnZqCgNef5tWvV+ouNFj9Fgy2f0d9PdW5T1BEATh8UlLv8qNGzPQ17eiXdsdmJhUbpJYbm4ue/bs4d69ewwaNIguXbpoqaf/T1apST90l5y/HmDU0habsc3QMazc04Lbly9wdP3XGJiYMOaTFTg1ba6l3lYfkapWEARB0EhKyjluBr6OkZET7druwMioclXVsrKy8PHxISkpiVGjRtG6deUe61eFOldJys5Q8u+kY/Z8PSwHuFSqhrusVnNx3y7++mUPjo2bMXzOR5jZaH/5XnUQAV4QBEGoUGLSMYKC3sHU1I12bbdhYFC5FTYpKSl4e3uTk5PDhAkTcHNz01JP/58yObeohntqHtajm2DasXKT3vIVCv74djV3/a7g3qsf/abPQq+CpGG1iQjwgiAIQrkexB8gNHQe5uZtaOuxBX19y0q1j4uLw8fHB4ApU6YUZ3vTpvy76aT4hAJgP701ho0q1+fUuFgOrl5K2oNY+kx9jbYDhtZIFbvqJAK8IAiCUKaY2F3curUIa2tP2rTegJ5e5VK43r17lz179mBsbIyXl1eN5NbIuRpP2oE76NkYYTfFHT1b44ob/UtkgB+H136BpKvL6I+X0qBVGy31VLtEgBcEQRBKde/eRu5ErMTOtg+tWn2Lrm7lZp0HBwezf/9+bGxs8PLywsLCQks9LSKrZTKORpF9NgbDJlbYjm+BjrHmYU6WZa7+9gvndm/HvoELI95fgGWdsjOHlqaicrFKpZJGjRrRqFEjANatW6e1uQjPXHa4Z0FQUBCdOnXC2tqauXPnary0rn///kiSVPwj0tQKwrNJlmUi7n7FnYiV1KkzhNatv6t0cL9y5Qo///wzTk5OTJs2TevBXZ2vIsU7hOyzMZh6OmI3pVWlgnthfh6Hv1nFuV3baObZnXFLVlU6uP+7XGxcXBzh4SXro928eZNx48bh6+uLr6+vVicaigD/lMnPz2fYsGF4enpy7do1AgMD2bZtm0Zt/fz8CA0NJS0tjbS0NK2XMhQEofaRZZnw8KVERa3HyXEMrdy/RkdH8+xysixz+vRp/vjjD5o2bYqXlxfGxpV7RF5ZyvQ8kn64QV5YKlbD3bAe2RhJV/Px8sykRHYvmsetS+foPm4yQ96eh34V0uVqUi72r7/+4tdff6V79+5MmDABpVJZ6fNoSgT4J9Do0aOxsrIq8bNs2TKOHDmCQqFg9erVuLm5sWLFCrZs2VLhMSMiIjAzM6N58+bFxzM1rXy5REEQnlyyrCIs7COiY7ZRv/5UmjdfjiRpvl5crVZz+PBhzpw5Q9u2bRk7dmyFpaofVf79TBK/DUCZmofd1FaYda1cednokEB8PnyHzMQEXvxgEV1GvlzlyXT/LRebkJBQYp9OnTpx5swZzp8/j5WVFX/88UeVzqUJMQZfyx04cIA5c+agUCjw8vJi1apVxMfHl1kudu3atXTr1g1Dw6LHaR4eHoSEhFR4nitXrpCXl4ezszMZGRkMHTqU77//Hmtr62q/JkEQah+1upDgkDkkJh7GxWU2jVzfqVSgUyqV7N+/n5CQELp160a/fv20PutccSOR1J9vo2thiP3M1ujX1fymRJZlAo4fxnf7JqzqOjJi7kJsnB5tdr8m5WLbtGlT/PncvHnzUh/jV5dnOsCf23ub5OjsGj2nXX0zeozRLK1jbGws48aNY926dfTu3ZtJkyYB5ZeLzczMxNXVtfi1JEno6uqSlpZWbrAOCwujQ4cOrFixAkmSmDFjBvPnz2fDhg0aXpkgCE8qlSqfoKDZJKecorHbBzRs+Gql2ufl5bFnzx6ioqLo378/Xbt21VJPi8iyTObJ+2T9eR8DFwtsJ7ZA10zzJwXKwkL+3PI9QaeP06hDZwbPnoOhSdWeWKoK1eRk5GNhZ6xRuVgvLy8+/vhjWrVqxa+//spHH31UpfNq4pkO8LXdsWPHcHNzY8aMGQAsXryY/v3Lr7Osp6dXomCDkZERCoWi3AD/6aefPvR61apVDB8+XAR4QXjKKZU53Ax8jbS0v2jW7DPqOY+vVPvs7Gx8fHxITEzkxRdfxMPDQ0s9LSIXqkjdF07ujSRM2tfB+qUmSHqajzZnp6Xy21fLeXA7DM+XxtL15QlIOlUbrc5KzePoxiDysgsY90kXjcrFLlq0iPHjxyPLMsOHD9fqZOZnOsBreif9uCQmJuLk9P/jSQ0aNACKxuBPnjxZYv+5c+diY2PDnTt3Hno/Kyur0uNgderUISMjg5ycHDEWLwhPqcLCDAJuTCcr6yYtW67G0WFkpdqnpqbi7e1NdnY248aNo0mTJtrp6N9UWQWk7AihICYLi4EumD9fr1LDAA/Cb/Hbl8vIU+Qw7N35NPWsfO36f9wPSeHElhBUKjV9J7dAT18XC30LfH19OXHiBPPmzcPBwaHEF55WrVpx8+bNKp+3Mp7pAF/bOTg4EB0dXfw6MjISgPXr15c5Bn/9+nW8vb0fapOfn4+NjU255xo6dChLliyhffv2AFy6dAlbW1sR3AXhKVVQkIx/wFRycu7QqtU66tgPqFT7+Ph4fHx8UKlUTJo0ifr162upp0UK4rJJ2R6CWlGI7YQWGLeqXMKcIN+TnNz0LWY2toz/bDX2DV0rblQKWS1z7UgUV36PxMbRlEGvtcaqrknx9meqXKxQdQMGDGDWrFls3LiRvn37smTJEqD8MfiePXuSmJjIrl27GD9+PMuXL6dfv37Fj+3T09MxNzcv8Ri/TZs2zJ49m1WrVpGQkMD8+fOZPXu29i5OEITHJi/vAf4Bk8nLi8WjzUZsbXtUqn1UVBS7d+/G0NCQyZMnY29vr6WeFskNSSF1Txg6RnrYv+6BgbOZxm1VSiVnfLbgf+QQDVq1Yeg78zE2r9qa/LycQk5sDeF+cApNu9Sl1/jm6FeyKl1NEgG+FnN0dGTPnj28++67fPDBB8yePZtLly6V20ZPT4/Nmzczbtw43n77bSRJwtfXt3i7tbU1V69epWPHjg+1W7RoETExMQwYMAALCwveeust5s+fr43LEgThMcrNvc91fy8KC9Np13Y7VlYdK270L6Ghoezbtw9ra2u8vLywtKxcjvfKkGWZ7LOxZByNRN/ZDLtJLdG10DzhjiIzg9/XrCQ6+CbtB4/g+YnT0NGtWkBOvJfJ0Q1B5GTk8/y4prj3dK71ueklTbOcPQk6duwoX7t2rdRtoaGhtGjRooZ7VL2ioqJwdXXVKDNdfHw8fn5+eHp6YmurndKGT8PvVBCeJdk54fj7T0KWC2nr8SMWFpXLoubn58fvv/+Os7Mz48ePx8TEpOJGVSQr1aQduIPiWgLGre2wfrkpOgaaB+fEqLscXL2MnPRUXpg5G/fn+1atH7JMyPk4zv50GxNzAwa+2pq6rtrNylcZkiT5ybJc6rc0cQf/lHJwcGDIkCGPuxuCINQSmVlBBARMRZJ0ad9uF2Zmmk8ylmWZc+fOcerUKRo3bsyYMWO0msBGlVNIik8oBZEZmPepj0W/hpWq4X7r0nmOfv81RqZmjF28AsfGJZeraUJZoOLMntuEXXxA/RbWvDDdHeNKLMd73ESAf4K4uLhonFdeEAThH+np1wi4MR19fUvatd2BiYmLxm3VajVHjx7lypUrtGnThhEjRpSYw1OdChMVJG8PRpWRj83YZpi0q1OJvqq4uHcnl3/di1PTFgyf8xGmVlVL1pWRpODIhiBSYrLpOMSFTkNc0anEl4zaQAR4QRCEp1hK6nlu3nwdIyMH2rXdgZGR5qlclUolBw4cICgoiOeee44XXngBnSquGddEXngaKTtDkfR0sJ/ZBsOGmj8Kz1fk8Me61dy9fpXWffrTZ9ob6OlrnkP/3yJvJHFyWyiSBEPebINLa+2XuNUGEeAFQRCeUklJJwgM+h+mpo1o23Y7hgaaB6r8/Hz27t1LREQE/fr1o1u3blqdVJb9Vxzpv0WgZ29SVMPdWvNiL6lxMRxYtZSMhAf0nfYGHv0HV6mvapWay4ciuX70HvYNzBn4aiss7LRbKEebRIAXBEF4CsXH/0ZI6PuYm7emrccW9PWtNG6bk5PDzp07efDgASNGjKBdu3Za66esksk4fJfsi3EYNbfBZlwzdAw1D013r1/l8Der0NXX5+UFy6jXslWV+qHILOD4lmBib6XRsocTPcY0QU+/9i6B04QI8IIgCE+Z2NjdhN1aiJVVZzzabERPT/N14+np6Xh7e5ORkcErr7xSaj716qLOU5KyK4z822mYdXfGcrCrxpPpZFnmyoGfOf+TN3UaNmLE3I+xsNN8vP7fHkRkcGxjIHkKJX0mtaBFV8cqHae2EQFeEAThKXLv/mbu3PkcW9tetG61Hl1dzR91JyQk4OPjQ2FhIV5eXjRs2FBr/VSm5pG8LRhlci5WLzbGrIvmQbUwL4+j36/h9l/nad7tefq/9hb6hpWv3y7LMjdPx3Bx3x3MbAwZNa8D9vXNK32c2koEeEEQhKeALMtERn5DZNQ31KkzGPeWX6Kjo/mSrvv377Nr1y709fWZOnVquRkzH1V+VAYp3iHIKrCb1gqjxlYat81IjOfgqqUkRd+j54SpdBz2UpXG2wvylJz2CePOtURc2tjRb0oLDE2qNimvttLedEjhsQkKCqJTp05YW1szd+7cSi+tGzt2LG+99ZaWeicIQnWTZZk7dz4nMuobHB1H08p9TaWC+61bt9ixYwempqZMmzZNq8E953oCSZsC0THWp86bHpUK7veDbuDz0XtkJifx0vzFdBo+qkrBPfVBDvtWXCPCL5HnXnRj8Outn7rgDuIO/qmTn5/PsGHDGDp0KHv27OHNN99k27ZtTJ06VaP2f/zxB76+vty6dUvLPRUEoTrIsoqwWwuJi/uJevUm0bTJQiRJ83s3f39/fvvtNxwdHZkwYYLWCkzJapnM4/fI8o3GsJElthNboKNhUJVlGf+jh/DdsRlrR2dGzl2AtaNzlfoRfi2BU95h6BvoMPyddtRrVrV18k8CEeCfQOWVi3V3d0ehULB69WoMDQ1ZsWIFs2fP1ijA5+TkMGvWLD7//HOsrKy00HNBEKqTWl1ISOg8EhJ+w6XhGzRqNKdSd7QXLlzgxIkTNGrUiLFjx2JoqHme90r1s0BF2k+3yA1OwbSzA1Yj3JB0NfsSoiwo4OTm7wg+cxK3jl0Y9OYcDKuQIlelVHNx/x1unorBoZEFA2a2xsxaO9dbW4gAX8sdOHCAOXPmoFAo8PLyYtWqVcTHx5dZLnbt2rV069at+B+qh4cHISEhGp3r008/paCgAD09PY4fP06/fv20mtRCEISqU6nyCQr+H8nJJ3FrNBcXl9c1bqtWqzlx4gSXLl2iVatWjBw5Ej097YQDVUY+yTtCKIzLxnJII8y6O2n8JSQ7NYXfvlzOgzu38Bw1jq6jxyFV4TMpOy2fY5uCiL+bQZs+9ej6UmN09Z7+z7ZnOsCf3raRxHt3a/ScdRo2oveUVzXaNzY2lnHjxrFu3Tp69+7NpEmTgPLLxWZmZuLq+v91jiVJQldXl7S0NKyty34Ude/ePdauXUvHjh25e/cua9aswdHRkUOHDokgLwi1jEql4ObN10lNu0DTpoupX8+rEm1VHDx4kJs3b9K5c2cGDhyotX/jBTFZJO8IQc5TYTvZHePmNhq3jbsdxm9fLqMgN5fh731Eky5dq9SHmLBUjm8JprBATf8Z7jTpqL35BbXNMx3ga7tjx47h5ubGjBkzAFi8eDH9+/cvt42enl6JPNFGRkYoFIpyA/z27dupW7cuf/75J0ZGRsyZM4eGDRty9OhRBg8e/OgXIwhCtSgszOTGzelkZATQssUXODqO0rhtQUEBP//8M+Hh4fTp04cePXpoLTudIjCZtL230DHVx36WB/oOmo/tB546zp9bvsPM1o5RH3+GfQOXSp9fVstcP36PywfvYlXXhJHvtcbGUTvzC2qrZzrAa3on/bgkJibi5PT/eaMbNGgAlD8Gb2Njw507dx56Pysrq8LKTzExMfTu3Rsjo6K1pObm5jRp0qTEsQRBeHwKClIICJhKds5tWrX6hrp1BmncVqFQsGvXLmJjYxk2bBgdOnTQSh9lWSbLN5rMY/cwaGCOrVdLdM01m9GvUirx3bGZgGO/06B1W4a+8wHGZpVfl56vKOTktlCibibTuGMdek9sjoHRsxfunr0rfoI4ODgQHR1d/DoyMhKA9evXlzkGf/36dby9vR9qk5+fj41N+Y/G6tWrR2BgYPFrtVpNTEwMzs5Vm6kqCEL1ysuPx99/Mnl50bRp8wN2tr00bpuRkYG3tzdpaWmMGTOGFi1aaKWPslJN2i/hKPwTMW5rj82opkj6mj3+V2RmcOjrz4kJCaLDkJH0nDAVnSpUrUuOyeLIhiCyU/LoPqYJbXrX02oO/dpMDK7WYgMGDODevXts3LiRiIgIlixZAhSNwbu4uJT4sbKyomfPniQmJrJr1y4Ali9fTr9+/Yof26enp6NSqUqc6+WXX+bw4cPs27ePmJgYPvzwQ/Lz8yscEhAEQftyc6Px83uF/Px42npsq1RwT0pKYsuWLWRlZeHl5aW14K7KLiBpUyAK/0QsXmiIzdhmGgf3xKi7+Hz4Dg/CbzHozffoNWlGlYJ76MUH7Fvph6pAxcg57fHoU7/Gg/v06dPp2rUrS5cuLXe/hIQEreb4BxHgazVHR0f27NnDypUr6dixI3379q2wjZ6eHps3b2bmzJnY29tz8OBBVq5cWbzd2toaf3//Eu1atGjBnj17+Oyzz2jSpAmHDx/m4MGDmJs/PWkbBeFJlJNzBz+/sSiVmbRv5421dWeN20ZHR7N161ZUKhVTpkzBxcVFK30sjM8hcX0ABbHZ2IxvjkXfBhoH1rCLZ9m9sCgh1yuffkHLnn0qfX5loYrTPmGc2hGKQyMLxnzcGUc3y0of51Ht378flUrFxYsXiYuLIzw8vMx933///VKfxFYn8Yi+lhs+fDjDhw8HICoqqsJvhf+0iYiIwM/PD09PT2xtbYu3lZfV7t/nEgTh8cvKCsY/YAqSpEOH9rsxM9O88Et4eDh79+7FzMwMLy+vCofpqir3Viqpu8KQDHSp81obDDTM5a5Wqzi/x5urB/fh1Kwlw9/7EFOryiedyUzO5ejGIJLuZ9F+YEO6DHNFR8M19tXN19eXMWPGANCnTx/Onz9PkyZNSux36tQpTE1NcXBw0Gp/RIB/Sjk4ODBkyJDH3Q1BEKooPcOPGzemo6trRvt23piYuFbc6G83btzg4MGD1KlTh4kTJ2Jmpnk1OU3Jskz2hTgyDt9F38EU2ynu6FlqljgmLyebP75ZRWSAH236DqTPtNfQ1at8qth7QSmc2BqMLMOg11vTqK19pY9RnXJycornLVlYWJQ6SbmgoIAlS5Zw4MABRo4cqdX+iAD/BHFxcal0XnlBEJ48qakXuHHzNQwN69C+nQ9GRk4VN/rbxYsXOX78OK6urowdO7Z4ZUx1klVq0n+LIOdyPEYtbbEZ2wwdQ83GzFNiojm4+jMyEhPoN2MWHi9UfhmuWi1z9XAk1/6IwtbJjIGvtcKqTuWz21U3MzOz4sfu2dnZqNXqEvusWLGCN998s0ayhYoxeEEQhFokKekkATdmYGLcgA7tf9I4uMuyzIkTJzh+/DgtW7ZkwoQJWgnuakUhyT8Gk3M5HvPn6xXllNcwuEf4XWbXgvfIVyh4eeGyKgX33OwCfv/2BtcOR9G8iwOjPujwWIO7rFRS+OABAB06dOD8+fNA0VOU0uY8nDx5kvXr19OrVy8CAgKK85xog7iDFwRBqCXi438jJPR9zM1b0dZjK/r6Vhq1U6lUHDp0iICAADp27MjgwYO1kp2uMDmXlG3BKNPysB7dFFMNs8LJsszl/T9x4eed1HFpxIj3F2BhV/nH6QmRmRzdGIgiq4BeE5rRshJpb7Wh4P594ubOQ5WRgetvBxk5ciQ9evQgLi6OI0eOsGfPHhYsWPDQ3KmzZ88W//9evXqxefNmrfVPBHhBEIRaIDbuJ8LCPsbKqjMebTaip6fZuHlBQQH79u3j9u3b9OrVi+eff14rQS8vIp3UnaEA2M9ojaGrZrPUC/JyOfrd14RfvkiL7r144bW30DeoXJEXWZYJPhvLub3hmFoaMmpuB+o0tKj0NVQXWZbJ2P8rCcuWgZ4ejos/QcfAAAsDA3x9fTlx4gTz5s3DwcEBDw+PMo/j6+ur1X6KAC8IgvCY3b+/lfA7y7C1fZ7Wrdajq2usUbvc3Fx27dpFdHQ0Q4YMoVOnTlrpX87VeNJ+vYOenRF2k93Rs9Wsf+kJ8RxcvZSU6Ps8P3EaHYa+WOkvH4UFKs7svMWty/E0cLflhWktMTJ9fLXblWlpxC/6hKwTJzDp0gWnFZ+j7+hYvN3a2rp4Jv3jJgK8IAjCYyLLMpFR3xIZuQZ7+4G0cv8aHR3N0rpmZmbi4+NDSkoKL7/8Mu7u7tXfP7VMxpFIss/FYtjECtsJLdDRMOXrvcAAfl+zEmSZlz5cjItH+0qfPz1BwdGNgaTE5dB5mCsdB7kg6Ty+R/LZ5y/w4MMPUaanU2fuXGymTnmoul12djZeXl4kJibSuHFj6tevT/PmzZk4cWLxPjk5OUycOJHU1FQaNGjAjh07tDbMICbZCYIgPAayLHPnzudERq7B0eElWrmv1Ti4Jycns2XLFtLT05kwYYJWgrs6X0mKdwjZ52Ixfc4RuymtNArusizjd/ggvyxfhKmVNROWf12l4H7XP4mfP79Kdno+w2Z70GmI62ML7uq8POKXLyd6xgx0LC1w/XkvttOnlShdu27dOpo0acKFCxfIz89n7969JY7l7e3Nc889x5kzZzA0NOTatWta67cI8E+hoKAgOnXqhLW1NXPnztVoad3ixYuRJKnEz7Zt27TfYUF4xsiyirBbC7gfvYV6zl60aLESHR3N7oxjY2PZunUrhYWFTJkyhUaNGlV7/5TpeSR9f5O8W6lYjXDDekRjJN2Kg6uyoICj332N745NuHXozPilq7FycKyw3b+pVWou/nKHIxsCsaprwpiPOtHA3bbihlqSFxZG1Msvk7bDG2svL1z37cOoefNS9718+TI9e/YEoHv37qXmInF2dubXX38lPDyczZs3a21YBUSAf+rk5+czbNgwPD09uXbtGoGBgRoF6fnz55OWllb8c/fuXaytrYv/WAVBqB5qdSHBIe8TF7eHhg1fp2nTT5AkzT6K79y5w7Zt2zAwMGD69OkPVZusLvn3M0n8NgBlWh52U1ph9pxm58hKTeanxR8QcvYUz40ez/D3PsLAuHLL13Iy8jm4JgD/E/dp1dOZl97vgIWG4/3VTVarSdmylaiXx6BMT6f+pk04fPwROuUsPczKysLUtKgkrYmJCZmZmSX2GTZsGO+++y4vvfQS//vf/0qtDVJdRIB/Ao0ePRorK6sSP8uWLePIkSMoFApWr16Nm5sbK1asYMuWLRUe08jI6KFjbdq0ibFjx2rl7kAQnlVqdT6BQbNJSPgNt0bv09htrsbjr4GBgezatQsbGxumT5/+UArq6qK4kUjSxptFaWffbItRU81Sx8beCsVn/jukxMYw/P2P6fry+BKPrysSF57O3mVXSYzKpN+UFjw/vhm6GharqW6FDx5wf+o0EletwqzX8zT67TfMenSvsJ2FhQXZ2dlA0Vi7hUXJmf7h4eEMHDiQgIAAkpKS8PHxqfb+/0NMsqvlDhw4wJw5c1AoFHh5ebFq1Sri4+PLLBe7du1aunXrhqFh0TIUDw8PQkJCKnXO9PR0vv/++4fKxwqC8GhUKgU3b75Batp5mjb9hPr1Jmnc9q+//uLo0aM0bNiQV155BWPj6r2rlWWZzJP3yfrzPgYuFkU13DWcqX7zz2P8ueV7LOzteXnhMuzqN6z0uW/8Gc3F/RFY2Bkx/O222DpXf2pdTWX+8QcPFn+KrFTiuPQzLEeN0vhLWJcuXfD19WXYsGGcO3eOGzdu0KFDh4f22bx5My1btmTy5Mm0atWKvLw8bVwG8IwH+PRDERTE5dToOQ2cTLEa5qbRvrGxsYwbN45169bRu3dvJk0q+kCoW7fs5BKZmZm4uv5/zmpJktDV1SUtLQ1ra82+jW/dupX+/ftTr149jfYXBKF8SmUWATemk5HhT4sWK3FyHK1RO1mWOXXqFOfOnaN58+aMGjUKff3qXSImF6pI/fk2uTeTMelQF+sXGyPpVXznrFIqOb19EzeOH6Zhm3YMffsDjCqZ874gV8mpHaFE+CfRqK09fSa3wND48YQlVVYWCUuXknHwN4w82uD8xRcYNCz/y8o//3369OmDJEnMnj0bLy8vunbtSpMmTXj55ZdZtGgRa9asAWDKlCm8/fbbTJgwgR9//BFLS0t2796ttWt6pgN8bXfs2DHc3NyKUxkuXry4wvrsenp6xbXf/2FkZIRCodA4wH/33XcaPdYXBKFiBQWpBNyYQnb2bVq1+oa6dQZp1E6lUnH48GGuX79Ou3btGDp0aIl/249KlVVA8o4QCmOysBzkglnPehrdrSoy0jn09QpiQoPoOOwleoyfjI5O5fqWEpfN0Q1BZCTl0vWlxrR9oeZrt/9Dce0acfM+oDAhAbvZs7F7/TUkvfLDY3x8PK+99hq//fYbhw4dYujQoZiZmfHrr78+tF9pFUBPnz5drf0vyzMd4DW9k35cEhMTH5pE06BBA6BoDP7kyZMl9p87dy42NjYlKhhlZWVhYKDZ8pu//vqL3NxcMblOEKpBfn4C/gGTyc29T5vW32Nn11ujdoWFhfzyyy+EhYXRo0eP4jvE6lQQl03K9hDUikJsJ7bA2N1Oo3YJd+9wcPUycjMzGPzW+7To3qvS5759JZ7TPmHoG+kx4p22OGs41l/d5IICktZ/R8qmTejXq0dDH29M2rWrsN3BgweZNm0aCoWCL7/8kkGDNPvS9o/U1FT8/Pxo164ddnaa/d6r4pkO8LWdg4MD0dHRxa8jIyMBWL9+fZlj8NevX8fb2/uhNvn5+RrXgt6zZw8vvlj5bFOCIDwsNzcGf38vCgpTaOuxFWtrT43a5eXlsXv3bu7du8fAgQPx9NSsXaX6FpJC6p4wdIz1sH/dAwMNx7xDL5zh+A/fYGxuwStLvqBuo8aVOq9KqebCvjsE+sbg2NiSATNbYaphidnqln/3LnFz55EXHIzl6FHUnf8humamGrU1MzOjefPmbN26lWbNmj20bfr06YSGhjJ48GAWLFhQou2DBw946aWXGDp0KO+99x6nTp3C3l47ZW5FgK/FBgwYwKxZs9i4cSN9+/ZlyZIlQPlj8D179iQxMZFdu3Yxfvx4li9fTr9+/Yof7aWnp2Nubl7mo74jR46wYsWK6r8YQXiG5ORE4B8wCZUql3Ztd2Bp2VajdllZWfj4+JCUlMSoUaNo3bp1tfZLlmWyz8WScSQSfWcz7Ca5o2tR8dM9tVrF+d07uPrbLzg3d2f4ex9iYmlVqXNnpeZxbFMQCZGZtH2hAZ4jG6GrW/Oz5GVZJn3PHhJWfoGOkRHO677B4oUXKmzz008/ERUVxfz58+nbt2+pT1X279+PSqXi4sWLzJo1i/DwcJo0afLQPsHBwXz99dd4enqSlpbG9evXGTBgQLVfZ3HHtfkDWAJHgBPAr4ABcB/w/fun9d/7fQpcBb79V9sS75X306FDB7ksISEhZW6rzQ4ePCg3atRItrKykhcsWCAX/SeruI2JiYlsZ2cn29vby8HBwcXbAPnq1aultouJiZEBOSEhQaO+Pam/U0HQpszMEPnM2Y7ymbOd5MysUI3bJScny19//bW8dOlSOTw8vNr7pS5UySk/35KjPzgrJ/uEyOoCpUbtcrOy5H3LF8mrxwyRT2xaLysLCyp97vshKfLmOWflDW/7ynf8NPt80YbCpCT5/quvySHNmsv3ps+QCzT4rEtISJBHjRolA3LXrl3lwsLCMvd966235MOHD8uyLMs///yzvHXr1jL3PXPmjNyjRw85IyOj8hfyL8A1uYyYWBN38BOAr2RZPiFJ0vfAfGC3LMsf/LODJEkdge5AZ+ADSZL6Aen/fU+W5ZIDz0+54cOHM3z4cACioqJKnbBRWpuIiAj8/Pzw9PR8aL2sXE5WO2dnZ42y3gmCULqMjOsE3JiOrq4p7dt5Y2LiWnEjIC4ujp07d6JWq5k8eXK1r2BR5RSS4hNKQWQG5n0bYNG3gUZpX1Ni7nNg1WdkJiXxwquzadN3YKXOK6tl/I7e4/Khu9g4mjLotdZY1X08tduzTp3mwYIFqHNyqPvxx1hPnFDhUOTPP//MrFmzyMzMZMWKFcyZMwe9cibf5eTk4OzsDBStif/vfKh/yH8/EdDX16/2iZP/pvUAL8vyd/96aQ9EAy9KktQNuAdMBnoCv8iyLEuSdBIYBmSU8t4zF+CrysHBodQ0iYIgaEdq6kVuBr6GgYEd7dr6YGzsrFG7yMhIdu/ejbGxMV5eXtU+6aowUUHy9mBUGfnYvNIMk7Z1NGp35+pf/PHtl+gbGjJm0XKcm7es1Hnzcgo5uS2Ee4EpNO1cl14TmqNvqL1gVha1QkHCyi9I/+knDJs3x3nVFxj+57F5ae7du8eECRPw8PBg27ZtGuX7NzMzK54flZ2djVqtLnU/SZJYv349Cxcu5Pfff2fs2LGVuygN1dgYvCRJzwHWFD2q/1GW5QeSJK0HBgOmQMTfu2YCdQFlKe+VdtxXgVfh/2eZP61cXFzEHbYg1ELJyacIDHoTY+OGtGu7A0NDzYJocHAw+/fvx8bGBi8vr1Iznz2KvPA0UnaGIunpYD+zDYYa1FCX1Wr+2v8TF3/eSd1GTRjx/seY21buS0fS/SyObAgkJz2f58c1xb2n82OZuJsbGEjc+3MpuH8f2xnTsfvf/9CpYEXR1atX6dSpEw0bNuT06dN06dKl3Lv2+Jx47qbfpatzVzp06MD58+fx9PTkxo0bJSbgAaxcuRJHR0cmTZpEeno6VlZWj3qZZaqRGQ6SJNkA64BpwE1Zlh/8vSkMaAJkA/+kZjL7u1+lvVeCLMsbZVnuKMtyR23NRBQEQShLQsLv3Ax8A1PTZnRov1vj4H716lV+/vlnnJycmDp1arUH9+y/4kj+MQg9K0PqvNlWo+BekKvg0NcruPjzTlr26M3YT1dUOriHXIjjly/8kNUyL77fnlbPa7a2vjrJSiXJ339P1LjxqAsKaLBtG3Xef7/c4J6SksK4cePo3LkzJ06cAKBbt25lBndZlvk1/FdePPgiCy8spEBVwMiRI/H29ua9995j7969uLu7l5hJ/+qrr+Lt7U3Pnj1RqVQV5jZ5FFq/g5ckyQDYC3woy/I9SZL2SpK0DAgCXgSWAwXAGGAP4AFEAX6lvCcIglBrxMXtJTTsI6wsO+LhsQk9PfMK28iyzJkzZ/D19aVp06aMHj1a4zwVmpBVMhmH75J9MQ6j5jbYjGuGjmHFH/Xp8Q84sOozUmNj6DVpBu0Hj6hUYFYWqDiz5zZhFx9Qv4U1L0x3x9is+q5LUwUxMcTN+4Dc69exGDwYh08WoWtpWW6bAwcO8Prrr5Oamspnn31Gr169yt0/PieexRcXcyHuAh3rdmRJ1yUY6BpgYGGAr68vJ06cYN68eTg4OODh4fFQW2tr6+IvENpWE4/opwMdgI8lSfoYOA14AxLwmyzLJ6WiUkqfS5K0Fhj498+9Ut4TBEGoFe5H/0h4+FJsbHrQpvX36OpWnB9erVZz5MgRrl69ioeHB8OHD6/WSVbqPCUpu8LIv52GWXdnLAdrVkP93s0Afl+zAiSJUR8toWGbtpU6b0aSgqMbg0iOzqbjEBc6DXFFp4Zrt8uyTMaBgyQsXQqShNOqVVgOG1phu9mzZ7N+/Xratm3LsWPHSgTk/55jf/h+Vl1bhVpW81GXjxjbbCw6/6oGaG1tzZgxY6rlmh5VTUyy+x74/j9vf/qffdR/z5wfAqyVZTkSoLT3BEEQHidZlomKWs/dyK+xtx9AK/ev0dGpOFmLUqlk//79hISE0K1bN/r161etj66VKbkkbw9BmZyL1UuNMetccR12WZbxO3yAsz4/YluvPiPmLsSqrkOlzht5M5mTP4YgSTDkzTa4tNZeZrayqNLTefDJYrKOHcOkY0ecVq5A37n8SY6yLCNJEp6entjb2/PRRx+Vm+f/QfYDFl9azMW4i3Ry6MSnXT+lvnn96r6UalVrEt3IspwL7KvoPUEQhMdFlmUiIr7g3v2NODiMpEXzlejoVPwxmpeXx08//URkZCT9+/ena9eu1dqv/KgMUrxDkNVgN70VRm5WFbYpLMjnxMZvCT13miZdujJw1rsYGGlepU6tUnP5UCTXj97DvoE5A19thYVdzdduz7l4kbj5H6JMS8N+znvYTpuGVM5TkbS0NN5++226dOnCm2++ycSJE8s9vizL/BL+C6uvrUYtq/m4y8eMaTbmobv22qrWBHhBEITaTJbV3Lq9mNjYnTg7T6BZ08VIGnzIZ2dns3PnTuLj4xk5ciRt27at1n7l+CWQtj8cPWsjbKe4o69BkM1KSebg6mUk3A2n25iJdHlpbKWeJigyCzi+JZjYW2m07OFEjzFN0NOv2SVw6vx8kr76mtTt2zFo1AiX77/DuIKlbIcPH+bVV18lISGBFi1aVHiOuOw4Fl9czKUHl+js0JlPu35KPfMnp8pm7f8KIlRaUFAQnTp1wtramrlz52q8tG758uU4ODhgZmbGgAEDiI2N1XJPBeHJoFYrCQmdS2zsTho2eJVmTT/VKLinpaWxdetWkpKSGDduXLUGd1ktk3E0krSfb2PoYkGdWR4aBffYsBB8PnyHtAcxjJi7EM9Rr1QquD+IyGDv8qvE382gz6QW9J7QvMaDe96t20S9PIbU7duxHj8e11/2lRvc09PTmTp1KkOHDsXGxobLly/z4Ycflrm/LMvsvbWXFw++yI2kGyz0XMim/pueqOAOIsA/dfLz8xk2bBienp5cu3aNwMBAtm3bVmG7s2fPsmvXLnx9fbl58yYWFha88cYb2u+wINRyanU+QcH/Iz7+AI0avYeb2zyNAmJ8fDxbtmxBoVAwefJkmjZtWn19KlCRsjOULN8YTDs7YDetFTomFdeJv3nyKHuXfIShiQnjl35F445dND6nLMvcOBXNgS+vo6snMWpeB1p0rXicvzrJajWp27cT9fLLKFNTqb/hBxwWLUTHuPwvNv7+/vj4+PDxxx9z7do1OnToUOa+sdmxzDwxk8/++ozW9q3ZP2L/E/NI/r/EI/onUHnlYt3d3VEoFKxevRpDQ0NWrFjB7NmzmTp1arnHvHLlCoMHD6Z58+YATJ48mXnz5mml/4LwpFCpcrkZ+Aapqedo0mQBDeqX/+/oH1FRUezevRtDQ0OmTZtGnTqarY3XqE8Z+SRvD6bwQQ6WQxth1s2pwi8cKmUhp7dt5MaJI7i07cCQ/83FyFSzCnIABXlKfH3CCL+WiEsbO/pNaYGhBl8oqlNhQgIPPvyQnIuXMOvdG8eln6H3rzTc/5WRkcGpU6d48cUX6d27NxEREeUmQ1PLavbd3seX174EYKHnQl5u+vITXVlTBPha7sCBA8yZMweFQoGXlxerVq0iPj6+zHKxa9eupVu3bhgaFs3q9fDwICQkpMLzuLu7s2HDBl577TWsrKz44YcfeKGCCkuC8DRTKrO4cWMm6RnXaNF8BU5OL2vULjQ0lH379mFtbY2XlxeWFazBroyCmCySt4cgF6iwneyOcfOKy0DnpKdx6OvPiQ0LodOI0XR/xQsdHc0fqac+yOHohkDSExR4jmxE+/4NNVp6V50yjx7jwSefIBcU4PDpp1iNKT/wHj9+nOnTp5OYmEhkZCROTk7lBveYrBgWX1zM5fjLeDp68mnXT3Eyc9LGpdSoZzrAHzlyhPj4+Bo9p4ODA4MGDdJo39jYWMaNG8e6devo3bs3kyZNAsovF5uZmYmr6/8XuJAkCV1dXdLS0rC2ti6z3aBBg2jcuDGNGxfVd27ZsiU7d+7UqJ+C8LQpLEzDP2AK2dlhtHJfQ926Fa+nBvDz8+P333/HycmJCRMmYGJSfYVVFIFJpO29jY6pPvZveKDvUHHt8oS7dziweil5WVkM+d9cmnd7vlLnDL+WwCnvMPQNdBj+dlvqafCFojqpsrNJWLacjF9/xah1a5y+WImha9kFfDIzM3n//ffZtGkTzZs3Z9++fTg5lR2o1bKavbf28pXfV+hIOix6bhGjm4x+ou/a/+2ZDvC13bFjx3Bzc2PGjBkALF68uMK0hnp6eiUSZxgZGaFQKMoN8Pv27SMyMpKgoCAcHBz46KOPGDVqVKlDAYLwNMvPT8Q/YBK5ufdo0/p77Oz6VNhGlmXOnTvHqVOnaNy4MWPGjKm27HSyLJN1OprM4/cwaGiBrVcLdDXIEBd67jTHN6zD2NKSV5Z8QV1XN43PqVKqubj/DjdPxeDQyIIBM1tjZl3xWv/qpLjuT9y8eRTGxWE36w3s3ngDqZx16gUFBXTs2JGIiAjmzZvHp59+ipGRUZn7x2TF8MnFT7gSf4WuTl1Z/NxiHM1qdk6Btj3TAV7TO+nHJTEx8aFvn/88YipvDN7GxqZEicKsrKwKP2x27tzJm2++WVwxae3atZiYmBAVFYWLi8sjXokgPBlyc2PxD/CioCAJjzZbsLGpeL26Wq3m6NGjXLlyhdatWzNy5Mhqy04nF6pJ2x+Owj8Rk7b2WI9qiqRf/mQvtUrF2V3b8Pv9V+q1bMWwdz/ExELzYYLstHyObQoi/m4GbfrUo+tLjdHVq7kJZnJhIUnffUfKho3oOzrS0Mcbk/bty9w/Ly8PIyMjDAwM+OCDD2jZsiXPPfdcmfurZTU/3fqJr/2+RlfS5dOun/Ji4xefmrv2f3umA3xt5+DgQHR0dPHryMiiZH7r168vcwz++vXreHt7P9QmPz8fG5vyH62p1WoSExOLXyckJCDLMiqV6lEvQxCeCApFJNf9J6JSKWjXdgeWlu0qbKNUKjlw4ABBQUF4enrSv39/dHSqJxiqsgtI8Q6l4F4mFv0bYt67foVBKDc7i8Nrv+DeTX/aDhhKr0kz0C2nEtp/xdxK4/jmIAoL1PSf7k6TTmUPB2pDfmQkcfM+IC8wEMsXX6Tuxx+ha1b2ZMBTp04xffp01qxZw4gRI5g+fXq5x4/OjGbRxUVcS7hGN6dufPLcJ0/dXfu/iQBfiw0YMIBZs2axceNG+vbty5IlS4Dyx+B79uxJYmIiu3btYvz48Sxfvpx+/foV31Gkp6djbm5e4g6jR48erFq1CicnJ0xNTVm3bh3u7u40atRIexcoCLVEVnYY/v6TAJn27XZhbl5xEpT8/Hz27t1LREQE/fr1o1u3btV2F1gYn0Py9mDU2YXYTGiOSeuKK2Um34/i4OplZCYn0f+1/9G6j+ZVymRZxv/4ff46EIFVXRNGvtsaG6eKx/iriyzLpO/9mYQVK5AMDHBeswaLgQPK3D87O5v58+ezfv16mjRpUuEqBbWsZnfYbtZeX4uupMuSrksY2XjkU3nX/hBZlp+anw4dOshlCQkJKXNbbXbw4EG5UaNGspWVlbxgwQK56D9ZxW1MTExkOzs72d7eXg4ODi7eBshXr14t0SYvL09+5513ZGdnZ9nAwEB+7rnnKvydPam/U0H4t/R0f9n3TFv53PmucnZ2hEZtsrOz5Q0bNsiLFy+W/fz8qrU/itAUOWbRBTl26V9yfnSmRm1uX74gr/UaJX//6kQ59lbl/l3m5RTIh7+7IX/72p/y0Y2Bcn5uYVW6XWWFKSny/TdmySHNmsv3pk6VC+Ljy93/zJkzsqurqyxJkvzOO+/IOTk55e5/L+OePPnIZLnVtlbyaydekx9kP6jO7pcwbdo0+bnnnpM/++yzUrenp6fLAwcOlPv16yePHDlSzs/Pf6TzAdfkMmLiYw/K1fnzNAb4f4uMjNQowMuyLD948ED+/fff5eTkZK3152n4nQrPttTUS/Jp39byhQu9ZIUiWqM2aWlp8jfffCN/9tlncmhoaLX1Ra1Wy5nnYuTo+Wfl+LV+cmF6XsVtVCr5wl4fefWYIbLPR+/KmSlJlTpnUnSmvGPBRfm7N07JASfvy2q1uqrdr5IsX1/5VrfucmjrNnLKtm2yWqWqsM327dtlNzc3+ezZs+Xup1KrZJ8QH7mjd0f5uZ3Pyftv79f69f3yyy/y5MmTZVmW5TfeeEO+fft2iX3Wr18vHz9+XJZlWX799dflgwcPPtI5ywvw4hH9U8rBwYEhQ4Y87m4IQq2VnHyawKA3MTZuQLu22zE0rHi8OSEhAR8fHwoKCvDy8qJhw4bV0hdZpSb9twhyLsdj5G6Lzdhm6BiUP1GvIFfBH99+RcS1v3B/vi/9ZryJXiVm7oddeoDvrlsYmegx8r12ODa2esSr0Jw6N5fEVatI27Ubw6ZNcdqyBaNmZWf6O3fuHNHR0YwfPx4vLy9efvlljMvJXnc/8z4LLyzkeuJ1ejj3YNFzi3AwrVyVvKrw9fUtLhXbp08fzp8/T5MmTR7aZ9asWcX/PykpqVqTIP2XCPBPEBcXF43zyguCULaExD8IDn4XM7NmtPXYhoFBxeu779+/z65du9DT02PatGnlzoWpDLWisKiG+510zHvVx0KDRDJp8XEcXLWU1LgYek+eSbtBwzUeT1YWqji3N5yQc3E4N7Wi/4xWmFhUz5I+TeQGBxM3dx4Fd+9iM2UK9u++g45h6UvwFAoFH3/8MWvXrqVVq1aMHTsWXV3dMoO7Sq1iV9guvrn+Dfo6+izttpThbpr/bh5VTk4Ozn+XqbWwsCixounfLl26RFpaGp6enlrrjwjwgiA8U+Li9hEa9iGWlu1p67EZPT3zCtvcunWLn3/+GUtLSyZOnFhuTonKKEzOJWVbMMq0PKxfbopph4q/NEQF+PH7N18gSTqM/vgzGrTy0Ph8mcm5HNsUROK9LNoPaECX4Y3Q0a2ZJXCySkXKlq0kffMNera2NPhxK6blLGe7ePEiU6ZMITw8nDfffJMVK1aUu/wwKiOKRRcX4Z/oT896PVnkuYi6pjW0CkBVCLr6mJmZFa9wys7ORq1Wl7p7amoqb731Fr/88otWuyUCvCAIz4zo6O3cDl+CjU0P2rT+Dl3dijPN+fv789tvv+Ho6MiECRMwNa2e2eV5Eemk+IQi6YD9zNYYupS/Vl2WZa4d2s+5Xduxq9+AEXMXYFlH88fO94JTOLE1GFklM+j11jRqW/HM/OpSEBNL3PwPyL3mh/nAgTgu/gRdK6sy94+IiKBHjx7Ur1+fU6dO0bt37zL3ValV+IT6sM5/HQa6BizvvpyhjYbWzF17bhqcXAxpUeB1gA4dOnD+/Hk8PT25ceMGzZo1K9GkoKCAMWPG8Pnnn1fbEE9ZRIAXBOGZEBX1HRF3v8Tevj+t3Nego1NxZrYLFy5w4sQJGjVqxNixY4trPDyqnCvxpB24g56dEXaT3dGzLb8aWmF+Hsc3rCPswhmadunGwFnvol9OlrZ/U6tlrh2O5OofUdg6mTHwtVZY1am+FLrlkWWZzEOHiF/yGcgyjis+x3LEiDKDb2xsLM7Ozri5ubFz506GDBmCuXnZT1giMyJZdGERAUkBPF/veRY9t4g6Jtob0y4my3BzLxz7qCjIe74BqkJGjhxJjx49iIuL48iRI+zZs4cFCxawdOnS4qZbtmzBz8+PZcuWsWzZMt544w3Gjh2rlW5KT9OYbseOHeVr166Vui00NJQWLSpe2ypoTvxOhSeBLMtE3F3NvXs/4FB3JC1arERHp/x7G7VazYkTJ7h06RLu7u68+OKL6FUiYUyZfVHLZByJJPtcLIZNrbEd3xwdo/KPm5mcyMFVy0i8d5fuY73oPFLzCme52QWc3BrC/ZBUmnk68Pz4ZuhXMHmvuqgyMoj/dAmZf/yBcfv2OH2xEoN6pddTz8vLY9GiRaxZs4bz58/TuXPn8o/9r7t2Q11D5neeX3N37Um34fB7EHUOnDvC0K/BsU3x5rS0NE6cOEHPnj1xcND+xD5JkvxkWe5Y2jZxBy8IwlNLltXcuv0psbE+ODuPp1nTT5EqqOutUqk4ePAgN2/epHPnzgwcOLBastOp85Wk7r5FXlgqZl2dsBzSCEm3/IAUExLEb19/jqqwkBfnLaJR+04any8hKpOjGwNRZBbQa0IzWnavuKxsdcn56zJx8+ejTE7G/p13sJ05A6mM8fPLly8zZcoUwsLCmDlzZnHJ6rLczbjLwgsLuZl0k171e7HIcxH2JjUw3FCYC+e+hPNrwMCkKLC3nwL/+duwtrYunkn/uIkALwjCU0mtVhIaNp/4+F9p0GAGjd3mVxjgCgoK+PnnnwkPD6d379707NmzWoKiMi2PlO0hFCbmYDXCDbPnyi9FKssyN04c4fS2DVjWcWDE3AXYOtfX6FyyLBN8Lo5ze29jamHIqLkdqNPQ4pGvQRPqggKS1q4ldeuPGDRsiMvuXRi3bl3m/p988glLly7F2dmZY8eOlVtMS6VWsSNkB9/6f4uxvjEreqxgsOvgmvnScuckHH4f0iKh9RgYsAzMamAo4BHVXAUBocYEBQXRqVMnrK2tmTt3rkZL62RZZtmyZTRu3Bg7Oztmz55NTk5ODfRWEKqfWp1PUPDbxMf/SiPXdzUK7gqFgh07dnDnzh2GDh3K888/Xy3BI/9+JonrA1Cm52E3pVWFwV1ZWMiJTd/y55bvaNimHeOXfalxcC8sUPHntlDO7LpFvWbWjPmoU40F9/zwcKLGjCV1y1asxo7Bdf8v5QZ3KKp0OW3aNAIDA8sN7nfT7zLpyCS+8vuK7s7dOTDiAEMaDdF+cM98AD9PBZ9RoKMLkw7CqE1PRHAHcQf/1MnPz2fYsGEMHTqUPXv28Oabb7Jt2zamTp1abrt169axadMmfvnlF0xNTfHy8uL1119/qHCNIDwJVKpcAgNnkZJ6liZNFtCgfvl/+wAZGRn4+PiQmprKyy+/TMuWLaulL4qARFL33UbXwhD7V9ugX8Hktpz0NH77cjlxt0Pp8uIYuo6ZgI6OZmPm6QkKjmwIJPVBDp2HudJxkEuF6+mrg6xWk+azk8TVq9ExM6Ped99h3qf0We/5+fksWbKEzp07M2LECObPL/+Ll1KtZEfIDtb7r8dE34Qven7BQJeB2g/sahVc3QKnPgNlPvT+GLq9DXo1WzL3kZWV4u5J/HnaU9X+Y9SoUbKlpWWJn6VLl8q//vqrXKdOHTkvryjNpb+/v9ytW7cKj9muXTv5hx9+KH59+PBh2dzcvNw2T9PvVHg6FBZmytf8XpFP/ukmx8b+pFGbxMRE+csvv5SXL18u3717t1r6oVar5fTjUXL0B2flhO8DZGV2QYVtHoTfkn94fZK8xuslOexi+WlY/+vO9QR5w9u+8qb3zsj3grSXnvq/ChIS5HvTZ8ghzZrL9199TS5MKjtV7rVr1+RWrVrJgDx37twKj30n7Y487vdxcqttreR3Tr0jJykql4a3ymKvy/IPPWX5EwtZ3j5ClpPv1Mx5qwiRqvbJdeDAAebMmYNCocDLy4tVq1YRHx9fZrnYtWvX0q1bt+LlPB4eHoSEhFR4nuTk5OJ68wC6urrVVtNaEGpCYWEaAQHTyMoOoZX7GurWHVphm5iYGHbu3ImOjg5TpkzB0fHRS4fKhSpSf75N7s1kTDrUxfrFxkgV1FMPPvMnJzZ9i6mVNeOWrKKOi2ZVHNUqNZcO3CXgxH3qNDRnwKutsKhgyV11yTxxgviFi1Dn5eGw+BOsxo4t9c66oKCApUuXsnz5curUqcPvv/9ebhptpVrJtuBtfBfwHab6pqzquYoBLgO0f9eelwGnlsHVTWBqD6O3gvtL8ARXnHumA/zt25+RlR1ao+c0N2tB06YLNdo3NjaWcePGsW7dOnr37s2kSZOA8svFZmZm4urqWvxakiR0dXVJS0srN/tW+/bt2b9/P4MGDQJg69atvPDCCxr1UxAet/z8JPwDJpGbG0Xr1t9hb9e3wjbh4eHs3bsXMzMzvLy8sLGpOF1tRVSZBSR7h1AYk4XlIBfMetYrNzCpVSrO+Gzl+h8Hqe/ehqHvfICJRfkJb/6Rk5HP8c3BxIWn0+p5Z7qPboKuvvanValzcohfvpyMX/Zj5O6O06pVGDZyLXP/w4cP89lnnzFp0iTWrFlT7ufQnbQ7LLywkKCUIF5o+AIfd/kYW2NbbVzG/5NlCP4Vjn4I2QnQaQb0WQDGVto9bw14pgN8bXfs2DHc3NyYMWMGAIsXLy53IgqAnp5eiTtvIyMjFApFuf+wVq9ezaBBg+jZsyd5eXlcvXqVc+fOPfpFCIKW5ebG4h/gRUFBEh5tNmNj063CNjdv3uTAgQPUqVOHiRMnYmZm9sj9KIjLJmV7MGqFEtuJLTB2tyu/31mZ/L5mJfeDbtBu0DCenzgdXQ3X2seFp3NsUxAFuUr6TW1Jsy7aX28NkBsQQOy8DyiMjsb2tdewf3MWUikFbgoKCggICKBz586MHDmSS5culZtzXalW8mPQj3x/43vM9M1Y/fxqBriUXQ++2qTeLZodH/EnOHrAuF3g3EH7560hz3SA1/RO+nFJTEzEyen/Z9z+8wh99OjRnDx5ssT+c+fOxcbGpkSBg6ysLAwqqDLVuHFjbt++TWhoKO+//z4DBw6ke/fu1XAVgqA9CkUk1/29UKmyadd2O5aW7Stsc+nSJY4dO4aLiwuvvPIKRhpmhCtPbnAKqT+FoWOsh/3rHhg4l/+FIel+FAdXfUZ2agoDXn+bVr01e1omyzI3/ozm4v4ILOyMGP52W2wrOFd1kJVKkr//geQffkC/bl0aeu/ApGOpuVW4ceMGkydPJjw8nMjISOrUqVNucA9PC2fBhQWEpIQwwGUAH3X5CBujR3+aUi5lPlz4Bs6uAl0DGPRF0Z27hhManxTPdICv7RwcHIiOji5+HRkZCcD69evLHIO/fv36QzPfIyMjyc/P1+jxoyRJmJmZcerUKa5cuVINVyAI2pOdfQv/gEnIspr27XZhbl7+zHdZlvnzzz85f/48LVq04KWXXkJfX/+R+iDLMtlnY8g4GoW+sxl2k9zRraAy2+3LFzi6/msMTEwYu3gljk1K5isvTUGuklM7QonwT6JRW3v6TG6BobH2P8IL7t0jdt488m7cxGL4MBwWLkS3lPSxhYWFrFixgiVLlmBra8uuXbvKLYVaqC4svmu3MLDgy+e/pL9L+U8oq0XkWfj9PUgJB/cXYcDnYPHocy9qIxHga7EBAwYwa9YsNm7cSN++fVmyZAlQ/hh8z549SUxMZNeuXYwfP57ly5fTr1+/4sf26enpmJublzmB7tNPP2X8+PG0adOm1O2CUBtkZN4gIGAqurrGtG+3A1NTt3L3V6lU/P777/j7+9OhQweGDBnyyNnpZKWatF/voPBLwLiNHTYvN0XSL/sOUFarufjzTv7a/xOOTZoxfM7HmFlrdqeaEpvN0Y1BZCTl0vWlxrR9ob7WJ53JskzGL78Qv/xzJD09nL/6EovBg0vdNy8vj+7du+Pn51c8b8jWtuyx89tpt1lwfgGhqaEMchnEh10+xNqoeir0lSk7CY4vgJt7wNoFJvwCTfpp95yPmQjwtZijoyN79uzh3Xff5YMPPmD27NlcunSp3DZ6enps3ryZcePG8fbbbyNJEr6+vsXbra2tuXr1Kh1LebwWEhLCvn37CA2t2YmHglAZaWmXuXFzJvr6NrRv542xcflJYAoLC9m3bx+3bt3i+eefp1evXo8cHFU5haT4hFAQmYl53wZY9G1Q7przfIWCP75dzV2/K7Tq3Z++099AT8OnB7cux+O7Mwx9Iz1GvNMW56ZaDoSAMi2N+EWLyDpxEhNPT5xWfI5+KXnVZVlGkiSMjIwYNGgQH330ES+99FKZxy1UF7IlcAsbbm7AwsCCr3t9Tb+GWg6yajVc3w4nP4ECBfScCz3mgH7NrDZ4nESxmSdIVFQUrq6uGmWmi4+Px8/PD09Pz3K/ST+Kp+F3KjxZUlLOcDPwDYyM6tOu3XaMDMufXJabm8vu3bu5f/8+gwcPrrCIiSYKExUkbwtGlZmPzeimmLQtP6tZalwsB1d9RnrCA3pNnknb/pplYFMp1Vz4OZzAM7E4NrZkwMxWmFpqP9FK9rnzxH30Ier0DOzffRebKZORSnnaERwczPTp01m7di1dunSp8Li3Um+x8MLCort210F82LkG7trjA+H3dyHmKrj0gCFfgX1T7Z6zholiM88gBweHcteaCsKTJjHxKEHB72Bm2pS2bX/EwKD8L66ZmZn4+PiQnJzM6NGjadWq1SP3Ie92Gim7QpH0dLCf2QbDCtLARvpf4/A3q9DR1WX0x59R312zoa+s1DyObQoiITKTti80wHNkI3R1tbsETp2XR+KXX5Hm7Y1hk8Y4bdqEUSmFX5RKJatXr+aTTz7BwsKCtLS0co9bqC5kc+BmNt7YiKWhJWt6raFvw4qXMT6S/Gzw/Rz++h6MreHFDdBm7BO9pr0qRIB/gri4uGh09y4IT5sHD34hJHQ+lpbt8GizGX398gNrcnIyPj4+KBQKJkyYgJtb+WP0msi+FEf6oQj065hgO9kdPeuyZ9/LssyVg/s4v2cH9g1dGfn+AizsNctfHh2ayvEtwaiUaga+2gq39trPe54XGkrs3LkU3InAepIXdd57D51SVheEhIQwdepUrly5wujRo1m/fn25E+nCUsNYeGEhYalhDHYdzIedP8TKyEp7FyLLEHYYjsyDzFjoMAX6fgImWp6VX0uJAC8IQq0WE+PDrdufYGPdjTZtfkBXt/x87rGxsezcuROAyZMn4+zs/Ejnl1Uy6b9HkHPpAUbNbbAZ1wwdw7I/Ogvz8zj2wzfcuniWZs/1YMAbb6NvWPFSPFkt43f0HpcP3cXG0ZSBr7bC2sH0kfpe8TnVpP64jcQ1a9CzsqL+5s2YdS87j8Bvv/1GREQEP/30U7klUQtVhWwK3MSmm5uK7tp7r6FvAy3ftaffhz/mwe0jUMcdRv8IDSoeOniaiQAvCEKtFXVvAxERX2Bn149W7t+gq1v+GPQ/wcfY2BgvLy/s7MpPNlMRdZ6SlF1h5N9Ow6yHM5aDXMudTJeZlMiB1UtJuhdJj/FT6DR8lEbj7Xk5hZzcFsK9wBSadq5LrwnN0TfU7prswgcPiJv/IYrLlzF/oR8OS5agV0oyrFu3bhEXF0fv3r15//33mTZtWrl37aEpoSy4sIDbabcZ2mgo8zvPx9JQs+x8VaIqhEvr4cxKQIL+S6HL66D7aEsgnwYiwAuCUOvIsszdu18Sde976tYdTssWX6CjU/4HdlBQEPv378fOzo6JEydiYfFoZVKVKbkkbw9GmZyH9UtNMO1c/oS+6JBADn31OWqVipc++ATXdqUngvmvpPtZHNkQSE56Ps+Pa4p7T2etL4HLOHyY+E+XgFKJ47JlWL70YolzqlQq1qxZw4IFC3B1dSUoKAg9Pb0yg3uhqpANNzewJXALVkZWfNP7G3o3KL2qXLW5d6loEl1SKDQfCgNXgJVmpXWfBSLAC4JQq8iymtvhS4mJ2Y6T0ys0b7YESSr/bvby5cscOXKEBg0aMG7cOIyNH20JVH5kBineIcgy2E1vhZGbVTn9lQk49junt2/C2sGJEXMXYuOk2bBAyIU4zu6+jbG5Pi++3x4HVy3e6QKqrCziP/uMzN8OYezhgdOqLzD4V5Gpf9y+fZupU6dy8eJFRowYwQ8//FBu3oCQlBAWXFhAeFo4wxoN44POH2j3rl2RCicWgb83WNaHV3ZD89LX6Ne06dOnExoayuDBg1mwYEGp+yQkJDB69GitpwMXAV4QhFpDllWEhn3Egwf7aFB/Oo0bf1ju3awsy5w+fZqzZ8/SrFkzRo8e/cjZ6XL8EkjbH46etRG2U9zRtyv7y4KysJA/t3xP0OnjNOrQmcGz38fQpPw5AgDKAhVn99wm9OID6rew5oXp7hiblZ8B71Eprl4l9oMPUCYkYjd7Nnavv4ZUSu77W7du0a5dO4yMjPD29mbChAll/jcoUBUU37XbGNmwrs86etXvpb2LkGUI2FWUsCY/s6hG+/MfgIF25ypoav/+/ahUKi5evMisWbMIDw+nSZMmD+2TlpbG5MmTycnJ0Xp/RIAXBKFWUKsLCA6ZQ2LiH7i6vo2ry1vlV2JTqzl8+DB+fn60a9eOoUOHPlKJY1ktk3ksiqwzMRi6WWI7oQU6JmV/WchOS+W3r5bz4HYYnqNeoevo8aWuF/+vjKRcjm4MJDk6m45DXOg0xBWdcsb1H5VcUEDSum9J2bwZ/fr1cdnpg3HbtiX2UygUmJiY0LRpUxYuXMjkyZMfqoXxX8HJwSy4sIA76XcY7jaceZ3mafeuPTEMDr8H9y5A/S4w9Guo666981WBr69v8eTDPn36cP78+RIBXldXl59++okRI0ZovT/ary0oPJK//vqLtm3bYmRkRJcuXQgKCmLbtm3lruk9evQoLVu2xNLSkmHDhpGUlFSDPRaEylOp8rgZ+AaJiX/QpPFHNHL9X7nBvbCwkL179+Ln50f37t0ZPnz4IwV3dYGKFJ9Qss7EYNrFAbtprcoN7g/Cb7Hzw3dIvhfFsPc+pNuYiRoF98ibyfz8+VWyUvIY8mYbugxrpNXgnn/3LlGvjCNl0yasRo+i0a/7SwR3tVrNN998g4uLCxEREUiSxIcfflhmcC9QFfDN9W+Y8McEMvMzWd93Pcu6L9NecC9QwMlP4YdukBgCw9fB1KO1LrgD5OTkFK/asLCwICEhocQ+FhYWWFpqdyjmHyLA12IZGRkMHTqUbt26ERwcjIuLCyNGjECpVJbZJiYmhjFjxvD5559z48YNcnNzmTt3bg32WhAqR6nMJuDGNFJSztC82VIaNJhe7v55eXn4+PgQFhbGwIED6dev3yNNSlNm5JP0/Q3yQlOwHNoIq5GNkcpJKhPke5KfFn+Arr4+45aupmmXisvTqtUyfx2I4I/vbmJhZ8yYjzrh0vrRZviXR5ZlUnftIvKlURTGxVHv23U4fvYZOqYPP8q+e/cuvXv35u2336Zjx44Vzl0ITg5m7O9j2RS4iaGNhvLryF/pWa+n1q6D28fhuy5w/quiRDWzr0H7SfCIdQS0xczMrLgQWHZ2Nmq1+rH2Rzyir8UOHTqEQqHgq6++wtDQkC+//JL69esTFxdXZpvLly9jZ2dX/Pjnk08+Yf369TXVZUGolMLCdAJuTCMrKwj3ll/h4DC83P2zsrLw8fEhKSmJl1566ZGLIhVEZ5G8IwS5QIXtZHeMm5edEEWlVHLGZwv+Rw7RoJUHQ9/5AGPzimfqKzILOLE1mJiwNFp2d6LH2CbolVOU5lEpk5OJ+/hjcs6cxbRHDxyXLUW/lJnv33//PXPnzkVXV5etW7cyZcqUcsfav7/xPT8G/YitsS3r+67XbmDPiIWj8yH0N7BrBlMOg0vtLF99Kz6LWwlZDPdwokOHDpw/fx5PT09u3LhBs2aaVQrUFhHga7HAwEAaN26MoWHR2t969ephbm6Ovb19mW2aNm3KvXv32LRpE9OnT6dHjx706NGjprosCBrLL0gmIGAyOTl3ad1qPfb25ddET01Nxdvbm+zsbMaNG1dibLOyFDeTSN17G10zfezf8EC/nKQyiswMfl+zkujgm3QYMoKeE6aho8GQQPzdDI5uDCIvp5A+k5rTomvZY9rVIevUKR4sWIg6J4e6CxZgPWF8mUE7KCiIbt26sXnzZurXL3tpWWBSIAsvLCQiI4KRjUcyt9NcLAwebQlimVRKuLIRTi8DtRL6LICub4OedicgVkViZh5fn7zNT1ejqWthxEB3B0aOHEmPHj2Ii4vjyJEj7NmzhwULFrB06dLH0sdnPsD36tWrxHtjxoxh1qxZKBQKBpdSHnHKlClMmTKlOMf1f73xxhuMHTuW6OhovLy8Htr278puFUlNTS0xVmNpaVlu7ufWrVuzfv163nnnHb766iuWLVtWbnUnQXgc8vLi8A+YRF5ePB4em7C1Kf/u7MGDB/j4+KBWq5k8eTL16tWr8rllWSbrVDSZJ+5h0NACW68W6JYzgz0x6i4HVy8jJz2VgbPexf35ijOyybJMoG8MF36+g5mNIaPmdcC+fska6tVFrVCQsGIl6Xv3YtiiBc6rvsCwceOH91Gr2bBhA+3bt6dLly58/fXX6Ovrl/kFIF+Vz3cB37EteBv2xvZ83+97ujtr8S46xg9+f7uoQEzjF2DwKrBx1d75qkhRoGTT2Ug2nI2gUKVmSldX3urTGAM9HQwsLPD19eXEiRPMmzcPBwcHPDw8Sj1OZWJBVT3zAf5Jo0ku+tdff51Ro0axatUqxo4dy8KFC1m0aFEN9E4QKqZQROHv70WhMpN2bbdhZVV+QpjIyEh2796NsbExEydOLPcJVkXkQjVpv9xGEZCESbs6WL/UBEm/7PHcW5fOc/T7rzEyNeOVxStxaFxxJbKCPCW+PmGEX0vEpY0d/aa0wLCcCXuPKvfmTeLmzqPg/n1sZ0zH/n//QzJ4+AvLvXv3mD59On/++Sevv/46Xbp0wcCg7C81N5NusuDCAiIzInmpyUu83/F9zA209AUlNx3+XALXtoK5A4zZAS2G17rCMCq1zC9+Maw+fovErHwGt3Zg3oDmuNg9/OTH2tq63DS+NemZD/DlfYsyMTEpd7udnV252+vXr/9I39JsbW1JT09/6L3MzMxyy79GRUWho6NDgwYN+OKLL+jSpQtjx45l1qxZj5y2UxAeVXb2LfwDJiPLKtq334mFefkV3oKDg9m/fz82NjZMnDjxkWYfq7ILSNkRQsH9LCwGNMS8V/0y717VahUX9+7k8q97cWraguFzPsLUquLSpmnxORz5IZD0BAWeIxvRvn/DclPbPgpZqSRl0yaSvl2PXp06NNi2DdMuD5fDlWWZTZs2MWfOHAA2bNjAzJkzyzxmviqf9f7r2R6yHXtje37o9wPdnCueRFi1C5AhcB8c+wgUyeD5BvT6EIy09Pj/EZy9ncTyP0IJi8+iXQMrvp/Yng4Na38Bm2c+wNdmHh4erF27lry8PIyMjLh//z5ZWVmkpKSU2ebrr78uHqsE6N+/PyqViszMTBHghccqM/Mm/gFT0dUxpF17b8xMyx9Dv3r1KocPH6Z+/fqMGzcOEw0SyJSlMD6H5G3BqHMKsZnQHJPWZT8FyFfk8Me61dy9fpXWfQfQZ+rr6GmQPOeOXyKndoSiZ6DD8LfbUq+cCXuPqiA6mrh5H5Dr74/F0KE4LFqIbimpeXft2sVrr71Gnz592LJlCy4uLmUe80bSDRZeWEhkRiSjmoxiTsc52rtrT75TtKY98gw4tYeJ+8Cx9EfZj1NYfCbL/wjj7O0k6tsYs358ewa3dtB6KuHqIgJ8LTZ06FAsLCx49913mTt3LvPnz6dp06bUrVsXpVJJTEzMQ/vb29szaNAgRo8ezZEjR2jdujWrV6+mWbNm5f7DFgRtS0u/yo0bM9DXt6J9O2+MjUumR/2HLMucOXMGX19fmjRpwssvv1zu4+SK5IalkrorDMlQF/vX2mBQr+yglRoXw4FVS8lIeEDf6bPweGFQhR/mKpWaS79EcONUNA6NLBgwszVm1uUXxakqWZbJOHCQhKVLQUcHp1WrsBw2tMQ+9+/fp2HDhowdOxZdXV3GjBlTZqrZPGUe6wPWsyNkB3VM6rCh3wa6OnfVSv8pzIPzXxcte9MzhiFfQoepoKPdwjqVlZCZx1fHb/OzXzTmRvosGNICr+caYqhXu/pZkSoFeEmSWgO2wL8X+RnIsnyyWnolAGBubs6hQ4d49dVXadGiBe3atePXX3/lypUr3Lp1q8TM1xMnTjBw4EA+//xzZs2aRXJyMl26dOHAgQPl5pEWhOoQExODX2AISWmZ2Ftb0KF1S+rVq0dKylluBr6BkZEz7drtwMiw7KItarWaI0eOcPXqVTw8PB4pgY0sy2SfjyPjj7voO5oW1XC3LDvw3r1+lcPfrEJXX5+XFyyjXsvyhw8AstPyOb45iAcRGbTpU4+uLzVGV087/9aUaWnEL/6UrGPHMOnYEaeVK9D/TyncmJgYZs6cyfXr1wkNDcXGxoZXXnmlzGMGJAaw8MJCojKjGN10NHM6zMHMwEwr/SfiFByeA6l3ofXL0H8ZmNfVzrmqKCdfycazd9l49i5KtZpp3VyZ3acxVia1bxa/JqSKJm1JkjQBmMn/B/M8IBjo86/3PIAAWZY7lzxCzenYsaN87dq1UreFhobSokWLGu7R0038ToV/xMTE8Mc5P2wbNMHc0pqsjDRS7ofTo20OD+KXYGrahHZtf8TAoOxhIqVSyf79+wkJCaFr16688MILVX4UKqvUpB+MIOdKPEbuttiMbYaOQelfFGRZ5sqBnzn/kzd1XBox4v2PsbAruxxq8TXfSuP45iAKC9T08WpOk47aC1bZFy7w4MOPUKalUeft/2EzdSrSv774yLLMtm3bePfddyksLGTlypXMmjWrzC/2ucpcvvX/Fu8QbxxNHVncdTHPOT2nnc5nJRSNswftAxu3ort2Ny1XmasklVrm52vRfHniNklZ+Qxp48i8Ac1oaFs7ctyXR5IkP1mWS52pqskd/BUglaJgLgE7ZFl+aO2YJElpjzu4A5CRAYcO/f/rNm2gYUNITweFouh//83EBAwMQKmE7OySxzM1BX19KCyE0goDmJmBnh4UFBQdv6zt+fnwd3ajh5ibg64u5OUV/fyXhUVRxqaytltaFs00zc0tOsd/WVkV/a9CUdTHf5OkovZQdG2FhQ9v19EpOn952/9x8SL8d16ApSX0/DsRxtmzRf9t/s3WFrr+/Rjw1KmSv9+6daHz339SJ06UvH5nZ2jfvuj/HzlS9N/w3xo2LPrvDw//TfzDzQ1atixqd+RIye3NmkHTpkXnPXGi5PaWLYuOkZ0Np0+X3P7vv73SKka1b190DSkpRb+//+rcueh3kJAAV66U3N61a9HvMDYWrl8vub1Hj6L//vfuwc2bJbf37l309xkRASEhJbe/8AIYGcHt23DrVsntgwYV/W2HhEBEBDF+/rQytsUkNRMAnd790VedIi5uDZbqhngkTET/2KWitnp6Re2hqO+xseSrVOyJiCAyK4sXXFzo1r9/0fYrV4p+B/9magp9+hT9/1L+9tTGlqREWpEfkYF5IxkLywikYxH/v8O//vYKjx3j6MnD3L5/l+YujenfpSf6d6PgnwBfyt+e7OSEf7Idfx2IwMpUzcguedg8uAL//JlV49+e+o8/SDpyhNRz5zGoUweXWW9g3Lt30efG3397ivx8Xl65kj+uXaNHy5b8+P33uPXsWebfnn8jQxbe/oZ7mfcYY9iZ9wwGYeqXDH5/97W6/vYi78LptRC7F9QF4PgSOAyFup2K9qumv70Shg0r+t+bN4v+/v/tP397ckwsZ9Lh8yiJWwqJ9pYSP7zRlQ4NrYuu/WLl/vZq/HPvn2spQ4UBXpblcCD8n9dlfKOueO2WIAhPrcxsBfZ2Df//DcV+TJVfo8x0pq3eG+hR9qPx7MJCdt65Q7xCwUgXF9o6a1ZqtTSFuTqk+IMyPxPrl5timnMLMkrfNyMxgYMH95CcmkzPdl3o2NKjwicG+YXw5/EcIu9l0LhDHXrXjcZA0s7HX97t28R9s478+Hisu3WlzuDB6JQyF8HYwAALY2PWzpzJ7CFD0GnYsJSjQa5cwDrFCXyuXcTR1JFNnl/iebuUG4Pq8OAGHJ4FyUFg3goaTAYjR+2cq4pC0gv5PETiXLpEQyOZ75upGehsiNSw4tUST4oKH9GXaCBJibIs1/nPe6myLJc6ZVSSJEtgD0VfJrKBscD3QAvgD1mWl/693xZN3iuPeERfs8TvVPjHwSPHUVrUw9LaFrJ9kLK/o1CnM/m5ExkxaEiZ7dLS0vD29iYzM5MxY8bQtGnF68zLkheRTopPKJIO2Hq1xNCl7CV194NucGjNSmS1iqH/m4dL2w4VHj85JosjG4LITsmj66jGtOlTTyuzqWW1mtTtO0j66it0LC1xWr4Ms54Pp4WNi4vj3XffZfny5bi5uSHLcrl98UvwY9GFRdzPus/YZmN5t8O7mOpr4fFzXiacXg5XNoCJHQz8HFqNqlVr2uMz8vjy+C32XY/B0lift/o0wcuzIQZamjuhbVV+RC9J0ruAgofv0I0kSXr137sB5c1AmAB8JcvyCUmSvgdeAXRlWe4qSdJ3kiQ1AVpr8t7fTxMEQahlOrRuyR/nrmGkvIyRai8FOj2IfjCcwT3KXvoUHx+Pj48PSqWSSZMm0aBB2TPrK5J95QHpByLQszPGbnJL9GxLL5oiyzL+Rw/hu2MzNk71GPH+x1g7VvzEIOzSA3x33cLIRI+R77XDsbFVlftansKEBOLmz0dx6S/M+vbF8bMl6Nn8/72TLMvs3LmT//3vf+Tm5vLyyy/j5uZWZnBXFCpY57+OnaE7cTJzYkv/LXR21MJoqixDyMGi/PFZ8dBpOvRZCMZW1X+uKsrOV7LxTAQbz91FrYYZ3V2Z3bsJllpMQvS4VfSI/jkgl4dny+v//b5Gx5Fl+bt/vbQHJgJr/n59CugOtAP2avDeIwX4ir7lCpqr7JMf4enm7OxEh2YXSU//hSxFJyTdVxjco1WZKWWjoqLYvXs3BgYGTJs2jTqlFEPRhKyWyfgjkuzzsRg2tcZ2fHN0jEr/OFIWFHBy83cEnzmJW0dPBs9+DwPj8tfWKwtVnNsbTsi5OJybWdF/eitMLLQzozrz6DEefPIJckEBDks+xerllx/6vIqPj+f111/n4MGDdO3alR9//LHcJx7X4q+x6OIiorOieaXZK7zb4V1M9KueS6BMqZHwx1y4cwIcWsPYnVCv4iciNUWpUrP3WgxfnbhNcnY+Q9s4Mm9AcxrYauF3UcuUG+BlWS6Rb0+SpKGyLE/9z3sVVq6XJOk5wBqIAmL/fjsTaAyYavheacd9FXgVKPcOQF9fn9zc3EdKliH8v8LCQvT0RBoFAWRZRWjYx6Sn/0L9+lNp0vjjcr9Ih4WF8fPPP2Ntbc3EiROx+mcyaCWp85Wk7r5FXlgqZl2dsBzSCEm39PNmp6Zw8MtlxN+5jeeocXQdPa7C+u2Zybkc3RhE0v0s2g9oSJfhruiUU0a2qlTZ2SQsXUbGgQMYtW6N86ovMCglb8WXX37JsWPHWL16Ne+8806ZywcVhQrWXl/LrrBd1DOrx9YBW+nk0Kna+42yAC5+A2dXgY4eDFwBnWaCbu34XJBlGd9bRRnowhOz6djQmo2TOtC+wdMzxl6RqvyXqPStmyRJNsA6YBTwHvDP8zMzimrSZ2v4XsnOyPJGYCMUjcGX1Yc6deoQGxuLs7MzxsbG4k7+EajVahISEh4pbajwdFCrCwgOmUNi4h+4uryFq+vb5f7bun79OocOHcLJyYnx48djalq1cWBlWh4p24MpTFRgNdINM8+yq7TF3Q7lty+XU5Cby/D3PqJJl4qTuNwLSuHE1mBkGQa93ppGbaue/748iuvXiZv3AYVxcdjNegO7N95A+lfWvISEBJKTk3F3d+eTTz5hxowZ5ZYgvRp/lUUXFhGTHcP45uN5u/3b2rlrjzoPv78Hybeg5Yii4G6h3Up5lREcl8HyP0K5cCcFF1sTfpjYngHuT04GuupSYYCXJKkOYAmoKBpvrxRJkgwoetT+oSzL9yRJ8qPocftfFK2fvwXEaPhelVn8veQrLi6Owv8u+RIqzdTUVKS+fcapVHkEBs0mJeU0jRvPp2GDsnOcy7LM+fPn+fPPP3Fzc2Ps2LFVzk6Xfy+TFO8QZKUau6mtMGpS9h1Z4Knj/LnlO8xs7Rj98WfYNXAp99hqtczVw5Fc+yMKWyczBr7WCqs61R8g5cJCkr77jpQNG9F3cqKhjw8m7ds9tM/evXuZNWsW9erVw9/fHzMzszKDu6JQwZrra9gdtlu7d+05yXB8IdzYBVYNYPzP0LR/9Z+nih5k5LL62G32+xdNoPtkWEsmdHlyJ9A9Kk3u4KcC7wD/LDROlSRpJvBPImkJMCqn/XSgA/CxJEkfAz8CXpIkOQGDAE+Kngqc0+C9R2JhYVEc6AVBqDqlMoebN18lLf0yzZp9Rj3n8WXuq1arOXbsGJcvX6Z169aMGDGiysM7ioBEUvfdRtfSEPtX26BfRvBVKZX47thMwLHfadimHUPenoexWfl51XOzCzixNYTokFSaezrQ8//YO+vAKqs3jn/uursb2FjDKOmSDkFBCWkVsH4qCliEdBuoKBg0giKSo7tjbDDW3R13vVvv749Lzd3hBkMU388/2+4977lnd/G8zznf5/u87I1uHeY4j0J1UhKZM2ZSdesW5sOGYf/JJ2ib3NvJyMvL480332Tnzp20a9eODRs2PDDzvJJ1hTkX5pBRlsEY3zG80+qdxs/aVSoI3QxH54CsHLp+AF2ng94/48izrFrB96cS+PGcWkA3uWtT3urpibnh0yugqw8NLpMDkEgk44Bm3Nuu1xME4dMGXG8J9AHOCIKQ3ZDHHsSDyuREREQaB7lcStiNVyktvYmv73IcHZ6vc6xCoWDPnj2Eh4fToUMH+vbt+1C2yYJKoORYCqUn0tBrYob1WD+0jTX/864okbL/i6WkRYbTZvALdHt5Ilp/YXebk1TCoXXhVJTK6DayOX5dnBp9O1cQBIp//Y2cpUvR0tPDYd48zPr3qzEmKiqK7t27I5VKmTdvHtOnT6/zZqhCXsHnIZ+zI2YHbqZuzO88nzb2j0HclhMB+6dB2mVw6wSDvwA7n8Z/nYdAoVSx41oaXxyNJb9MxpCWTszo542r1T/jxuPv4EFlcg8V4P+piAFeROTxIpPlExo2kfLyBAICvsTOtl+dY6urq/n1119JSEigV69edOnS5aGCpkqmpOi3WCrD8zFqa4/l855I6thyzU1OZM/KhZQXF9F36jv4dX2wJaogCESczeTsr7EYm+nTf2oAdu6Nv8unKCgga9Zsyk6exLhTJxyXLEbX/p617Z0KH4VCwRtvvMG7775LQEDdXviXsy4z98JcMssy1Vl763cw1NFcGvjQyMrh1FK4+K263K3vQmg5+h9R0y4IAidjclkcHE18bhntPCz5dJAfQa4WT3ppfzuPalUrIiIiQlVVFqFh46mqyqRli3VYW3etc2x5eTnbtm0jMzOTIUOG0PqOvWYDUZbIyN8UgTyjDPOBTTDp6lznTUL0hTMc/u4rDExNGTVvOQ7NHtyOVi5TcnprDDGXs3Hzt6LPJH8MTBp/S7f01CmyPp2FqrQU+08+xnLs2BoK/j/++IO5c+dy4sQJbGxs+OGHH+qcq1xezhchX7AjZgfuZu5s6L+B1vYP994+kOhgODgTpGnQejz0ngdG/4z+57cy1AK6CwkFNLExZu24NvT1s//PCejqQ31EdrrABkEQxjxgjDOwGegjCIKyEdcnIiLyD6CiIoXQsPHI5cW0CtqIhYXGhAGA4uJiNm/ejFQqZeTIkfj4PNx2riyjjIJNEagqFViP9cPQ31rjOJVKybntm7m6ZydO3n4Mef9jjC0eXApVnFPBoXXhFGSW88xzTWg7wAOJVuMGCFVlJTnLl1P8y3b0vb1xWv8zBvfVrRcUFPC///2PX375hVatWlFcXPxA4eqlrEvMPT+XrPIsxvuN5+1Wbzd+1l6cBgc/hJgDYOcHrxwGt0eWPzUKmcWVrDwSwx+hGVgY6jJviD8vt3dD9zGULj4t1CeDVwFD/mKMHeAvBncRkaePsvI4QkPHIwhyWrfagplZYJ1jc3Nz2bx5MzKZjHHjxuFehy/6X1EZkU/h9hi0jHSxfb0lek6aW5hWlZcRvHoFSWEhtOjdn2cnTUVb58FZeGJoHsc3RiLRlvDc2y1xq+PG4VGovBVB5owZyJKSsHrlFWzfe7eGj/yePXuYOnUqBQUFzJ8/n48++ghdXc3rLpeXs+raKn6L/Q0PMw82DdhEkF1Q4y5YKYdL38GpJeqv+8yHDm+C9pMXqZVWyfn+dAI/nk1CAKZ2a8YbPZr95wV09aE+zWaUEonkbqsuiUTyDbBSEITk+4YFApcbf3kiIiJPkpKScMJuTEIi0aF1q22YmNTtnJaamsq2bdvQ0dFh0qRJODjU3fe9LgRBoOxMOtJDyei6mGIz3g9tU83ldAXpaexZuQBpbg69X3uLln0e3FlLpVRxaXcioUdTsXM3pd+UAMzqsLR9WASlkoIffyLv66/RsbbGbcN6jDvUzoDXr1+Po6Mjhw8fpmXLuu18L2ZeZO6FuWSXZzPRfyJvBb2Fgc6DipYegtTLahFdbgQ0HwADl6tL4J4wCqWKX66m8eXRWArKZQwNUgvoXCz/OwK6R6W+Z/D3K/HGAyMkEskGYJYgCDJgELC3kdcmIiLyBCkuvkbYjVfR1TWnVdAmjIw86hwbGxvLr7/+ipmZGePGjcPSsuFuYYJCRdEf8VSE5GDYwgarl5oj0dWsfk8IuUzw1yvR0dPnpTmLcfHxf+Dc5dJqjvwYQWZcMQHdnOnykhfauo27tStLzyDzow+pvBaC6YD+OM6di/Z9Ln379+/Hx8cHT09PNmzYgJGRUZ1eAGWyMlaFrGJn7M7Hl7VXFMKxz+D6RjBzgVHbwKfuxkB/F4IgcCI6l8XBUSTklfNMEyvWD/KlhYvFk17av46HEdmlAN2A5cAFiUTyDtAVmNiI6xIREXmCFBSe4+bNqRgYONEqaBMGD2j1GRYWxp49e3BwcGDMmDGYmGjeTn8QynI5BVsikSWVYNrLDbPebhpFU4IgcHnXDs7/thU7j6YMnT4LM5sHu8xlxhdz+IdbyCoU9J7oi3eHxm1bKggCJfv2kT1/AQBOy5dh9txzd9dfVFTEe++9x6ZNm3jttdf44YcfHmjPeyHjAnMvziW3IpdJ/pN4M+jNxs3aBQFubIcjn0JlMXT6H3T/CPQb/nNrbMLTpSwKjuRSYiFNbYxZN64NfUQB3UPzV93kPgBkgJ5EInkTtamNIAhCETBZIpH8DzgDvCcIQuVjX62IiMhjJy/vCOG33sXYuBmtgjagp1e38Ov8+fMcPXqUJk2aMGrUKPT16+77Xhfy3AryN0SgLKnGarQ3Ri01N56RVVVyaM0XxF2+gG/XnvSZ8ja6enW/niAI3DiexoVdCZhZGzDknSCsnRs3iCmlUrLnzaMk+CCGbdrgtGwZei73utMFBwczefJkcnJymD17NrNmzapzrlJZKauureL3uN9pYt6EzQM208K2RaOul7wYOPABJJ8Fl2fUNe0OdZfj/V1kFFey8rBaQGdlrMf8of6MfkYU0D0qf5XB+wBVt8d5cp9V7W0L2u6oG8GI5XYiIk8B2dl7iIyagalpIEEtf0ZXV3O/AUEQOHr0KBcuXMDf358XXnjhodzpqmKLKNgWhURHC9spLdB301yDXpyTzZ6VCylIS6X72FdoM/iFB2Z1skoFJzZHkXA9j6ZBtjw7wRd9w8b9N1V+6RKZH32MIj8f22nTsH7tVST3Geps3bqVsWPH4u/vz969e2nTpm4TmvMZ55l7YS55lXm8EvAKbwa9ib52w2+W6kReCWdWwvmvQM8YBn8JrSfAQ5gONSYlVXK+O5XAT+eSAHijh1pAZ2YgCugag7/qJjcZQCKRjBUE4f3bn9+USCR9gc+B04A/cE4ikXwvCELV416wiIjI4yE9YxsxMXOwtGhPixZr0dHRnO0qlUr27t3LjRs3aNeuHQMGDHgod7qyi5kU70tA184Y64l+6Fho3oZOCQ9j/5fLQBAY9sk8PFq00jjuDgWZZRxaewtpXiUdhzWjVR/N2/0Pi0omI++LLylcvx49Dw88fvkFw8B7WXBZWRkmJiYMHTqUpUuX8t5779W5s1EqK2XltZXsittFM/NmfNHjCwJt665SeCjijkHwB1CUrDaq6bMATB5P85z6Ileq+OVKKl8ei6OwXMYLrZyZ3s8bZ4tGLvv7j1MvJzuJRFIoCILV7c8VwDVgtiAIR28/tgYIEQThp8e52L9CdLITEXk4UlJ/ID5+KdbWPQkM+AZtbc3BViaT8dtvvxEXF0ePHj3o3r17g4OnoBQo3p9A+cUsDHytsBrljZZ+7VxDEASuB+/l9JafsHJy4fkZs7FwePD5eeyVbE5uiUbXQId+r/nj3LxxW4NWxcaSOWMm1TExWIwehf2MGWjdbkFdUlLCBx98wLlz57h+/TqGhg8OVmfTzzLv4jzyKvOY5D+JN4LeaNysvSQTDn0MkbvB2ku9Hd+kbnOivwNBEDgamcPSg9Ek5pfTvokVswb5EegidqZ8WBrNyU4ikegAcYIg/Lnu43fgY+CJBngREZGGIQgCSUlfkZT8NXZ2A/H3W4WWlmZld0VFBdu2bSM9PZ1BgwbRrl3Du5WpqhQUbIumOrYIk27OmPdvotFgRiGTcfSHb4g8cwLPdh0Z8NY09AzrLo9SKlSc3xlP+Kl0HD3N6Tc5AGPzxguWgkpF0ZYt5K5chZaJCS7frcG05z0b3KNHj/Lqq6+SkZHBjBkzHrijUSIrYcXVFeyO342nhSdf9vySAJtGPAdXKuDqj3BiIajk8Ows6PQO6DTizcNDcDO9mIUHoriSVEhTW2N+HN+WXr52ooDuMVIfJztt4P7fjKUahl0CukgkEgNxm15E5N+BIAjExS8mLe1nHB1fwtdnEeo/99pIpVK2bNlCYWEhI0aMwM/Pr8GvpyioJH9jJIr8SiyHe2HcTnOdfGlBPntXLSI7IY5OL42hw7CRNaxda40vrOLwD7fISSohqLcrHV5ohnYjirPkOblkffIJ5efPY9KjB44LF6Bz23GusrKSadOmsXbtWnx8fLhw4QLt27evc64z6WeYd2EeBVUFTA6czOstX0dP++Ha5mokI0Rd0551Azx7w8AVYNW08eZ/CNKLKlh5OIbdYZlYG+ux4PkARrVzFQV0fwP1yeC1gCMAgiAogI1/HiAIQrlEIlnPQ/SLFxER+fsRBCXRMbPJzNyBq8tEvLw+RSLR/A83Ly+PzZs3U1VVxdixY2nSpEmDX686SUrB5kgAbF4NwKCZhcZxGTFR7F21CHl1NUOnz8Kz3YNtUtOiCjnyUwRKhYp+kwPwbKNZgf+wlBw5QvbsOaiqq3H47DMsRo6okXHq6upy8+ZNZsyYwbx58+rclpdWS1l+dTl7E/biaeHJ6mdX42/z4Nr9BlElheML1Jm7iT28tAH8nn+ijWFKquSsOZnAz+eTkABv9WzG692bYfoUCejS09MJCY8kr6gEW0sz2gT64eLi8qSXdRexm5yIyH8MlUpOZNQMcnL24eHxFk2bTKtzmzQ9PZ2tW7eipaXF2LFjcXRseA15eUgORbvi0LEywHqCP7o2moPgzeOHOP7T95jZ2vL8jNlYu9TtpiaoBEIOpXB5XyJWjsb0nxKApYNxneMbirKsnJwli5H+vgsDf3+cVqxAv6n6xqasrIz58+czc+ZMbGxskMvlddrMApxOO838i/MpqCrg1cBXmdpiauNl7YIAt36Hw59AeR48MwV6fgoGjd8Rr77IlSq2XU7ly2OxFFXIGdbKmQ+eQgFdeno6wWdDsHbzwtTcklJpEQWpcQzs2uZvDfJiNzkREREAlMpqbkX8j/z843g2m4m7+9Q6x8bHx7Njxw5MTEwYO3Ys1tYN82wXVAIlR5IpPZWOvqcF1i/7oGVUOxAqFXJObviBG0eD8WjZmkHvzMTgAWY5VeVyjm2IJCW8AK929vQc64Ou/oP7vTeEitBQMmd+iDwjA+vXp2L71ltIbgfwkydP8sorr5CSkkLLli0ZM2ZMncFdWi1l2ZVl7Evch5elF6t7rcbfuhGz9oIEdU174klwagUv71B/fEIIgsCR2wK6pPxyOja15tNBvgQ4P50CupDwSKzdvDC3VP9d3PkYEh75j8niHyrASySSc6jr41W3H9IGkgRBeK2xFiYiItK4KBTl3Ax/naKiC3g3n4+LS50NIrl58ya7d+/Gzs6OMWPGYGpq2qDXUsmUFO6IoSqiAOP2DlgMaYZEw5lrhbSYfV8sJT3qFm2fG0bXlyegpVV3sM5LLeXQunDKiqrpNqo5Ad3rbh/bUAS5nPzvvif/++/RdXDAfdNGjNqqE6Py8nI++ugjvvnmGzw9PTlz5gxdunSpc65TaaeYf3E+hVWFTG0xlaktpqLbWI1bFNVw7ks4u0otnBu4Etq+Ag943x43YWnFLD4QxZXkQjztTPh5Ylt6ej/dArq8ohLcXGtWaZiaW5KaEvmEVlSbh83gOwC9bn8uAY4C0xtlRSIiIo2OXF7CjRuvIC25gZ/vShwdX6hz7KVLlzh06BAeHh6MGjUKA4OG2aQqpNUUbIhAnl2O+XNNMenkpPEffU5iPHtWLqKyRMrA/03Ht0uPB84beT6TM7/EYmiqywvTW+PQpPEyQ1lKChkzZ1J14ybmQ4diP+tTtO+7qZkxYwbff/897777LosXL8bISLOiX1otZemVpexP3E9zy+Z80+sb/KwbLkisk8RT6qy9IB78h0G/xWDWuNa7DSGtsIIVh2PYeyMTGxM9Fr0QwMi2ruj8BwR0tpZmlEqL7mbuAKXSImwtn9zxyJ954Bm8RCLZzr1MXQuQCYIwRSKRyAVB0L1vnEwQhEaUgj4c4hm8iEhtZLICQsMmUl4eR4D/V9jZ9dM4ThAEjh8/zrlz5/D19WXYsGEPPFvW+FpppeRvikSQKbF62QdDbyuN46LOn+bId19haGbO0OmfYt/Us845FTIlZ7bHEnUhC1dfS/q84o9hHR3mGoogCBTv3EnOkqVIdHVx/GwuZgPUXenKy8uRSqU4OTmRnZ1NbGws3bp1q3OuE6knmH9xPtJqKZNbTGZy4OTGy9rLctXn7OG/gWUTGLQKPHv99XWPCWmlnDUn41l/PhmJBCZ3bcrU7k2fKgHdX/FvOIP/qwBfBtw5pJMAnwuCYPfngC4GeBGRfyZV1dmEho6nqiqDFoHfYW2tOUAplUr2799PaGgobdq0YdCgQQ12p6u4mUfhr7Fom+piM9EfXfvaojeVSsnZbRu5tm8Xzj7+DHn/Y4zMLeqcU5pXyaF14eSnldF2oAftBjdBS0Pd/MOgKCwka/Ycyo4fx6hjB5yWLEH3dovbc+fOMWnSJJycnDh16tQDt5qLq4pZcmUJwUnBeFt6s7DLQnysfBpljahUELIejs0DeQV0mQZd3wfdJyNYkylUbL2cwurjcRRXyhnWyoXp/ZrjaP50Cejqyz9BRf8oIju5IAhb75vo89ufakskkk13Hr7ztSAI4x99uSIiIo1BZWUq10PHI5cXEdRyPZaWz2gcJ5fL2blzJzExMXTr1o2ePXs26OxUEARKT6RRcjQFPXczrMf5om1S+36/qqyMA6uXk3zjOi37DqLnhNfQ1qk740u6mc/xDerzzEFvtcAjsO6mNw2l7OxZMj/5BFWxFLsPP8RqwngkWlpUVFQwa9YsvvzyS9zd3Zk3b94D34vjqcdZcHEB0mopb7Z8k9cCX2u8rD3rprqmPeMaeHSFQZ+DbfPGmbuBCILA4Ygclh6MIrmggk7NrPlk4NMroKsvLi4u/xhBnSb+KsDXld6/BlSj3roXgIPUNMMRERF5gpSVxxEWOgGlqprWrTZjZqa5K1llZSW//PILqampDBgw4IEmLZoQ5CoKf4+lMiwPo1Z2WA73QqJTO/MvSE9l94oFlOTl0WfK27To1b/OOVUqgSt7Ewk5lIKtmyn9pwRgVkdpXUNRVVWRu2IlRVu3ou/lhdOPP2Lg7Q2oe9o/99xzxMbG8sYbb7B8+fI6W98WVRWx5MoSDiYdxMfKh7V91uJt5d0oa6S6FE4ugcvfgZE1DPsBAl96YjXtoalFLA6O4mpyEV52Jqyf2I4e3rZPtYDuaeFhRXZJqLvIKQE9wOAR5hIREWlESkpvERY2CYlEizatt2FiojnwlJSUsGXLFvLz83nxxRcJCGiYXaqyVEbB5khkqaWY9fPAtIeLxn/68VcvEfzNKnT19RkxZzHOPnWLzipKZBz9OYL06CL8ujjRdaQXOrqNow6viowkY8ZMZAkJWE0Yj+3776N1XxMYJycnXFxcWLNmDb161X2+fSzlGAsuLaBEVsJbQW/xauCr6Go1QtYuCBC1Dw5+CKVZ0HYS9JoDho3rp19f0gorWH44hn03MrEx0WfxC4GMaOvynxDQPS08bFA+AZzinnNdN+AAcLIR1iQiIvKQFBdfI+zGq+jqmNGq1SaMjDS7zhUUFLB582YqKioYM2YMzZo1a9DryLPLyd8QgapcjtUYX4w0bJ8LKhWXdu3gwm9bcWjmxZDpn2JqVfc2e3ailEPrblFVLufZ8T74dnJq0JrqQlAqKVy/ntyvVqNjaYnrTz9i0rkzoK4YWLJkCdu3b8fExITjx4/XOU9hVSFLLi/hUPIhfK18WddnXeNl7UXJEDwT4g6DfSCM2ASuDff6bwykFXK+PRXPhvPJaGnBO896MqV7M0w0NAQS+WfzVz8xPYlE8vLtz++/NVcKgvDsnS9uq+qHNPrqRERE6k1h4Xlu3JyKvr49rVttxsBAc4DMzMxky5YtAEyYMAFnZ+cGvU5ldCGF26KRGGhjO7UFei61a+RllRUc/PYL4q9exL97L3q/9hY6epp1uIIgEH4qnfO/xWNipc/wmW2wdW1Y3X1dyDMzyfzwIyquXsW0b18c5n2GjqUlVVVVzJ07l5UrV+Ls7ExycjK+vr51znMk+QiLLi+iRFbC/1r9j0kBkxona1fI4OI3cHo5SLSg7yJo/zpo//3BVKZQseVSCqtPxCGtlPNiaxc+6OuNg3nDyiRF/jn81W/RCWAgoLg99vDtx/98Nv/0+N2KiPwLycs7SvitdzA2akJQ0Eb09TX3+05ISGDHjh0YGhoybtw4bGzqL1wTBIGycxlIg5PQdTLBZrwf2ho6thVnZ7F7xQIKM9PpMX4yrQcOqfO8Vlal4NSWaOKu5eLRwoZeE3wxMG4ckZp0/wGy580DpRLHxYsxf+F5JBIJV69eZcKECURFRTF58mRWrlyJmZnm2uXCqkIWXVrEkZQj+Fr58kPfH2hu2UhCt+TzcOB9yIsGn8EwYBmY//2CLUEQOHQrm6WHokkpqKCLpw2fDPTFz+mfU88t8nA8MMA/ICvXkkgkA1Bn9ZI7XwuCcLCxFygiIvJgsrP3Ehk1HVPTAIJa/oyuroXGcbdu3WLXrl3Y2NgwduzYOoOaJgSliuI9CZRfycbQ3xrLkd5o6dU+G0++GcqBL5eBRMLwT+bjHhhU55xF2eUcXHuL4uxyOjzflNZ93TW2jm0oypISsucvoGT/fgyDgnBasRw9V1f19yEIvPfee5SWlnLo0CH69dPsCQBwOPkwiy4tolReyjut3mFiwMTGydrLC+DoHAjbAuZuMHoHeNctOnycXE8tYtGBKEJSimhub8KGSe3o3lwU0D0tPFSzGYlEcoR7BjgCaqtaPUEQnsxv6W3EOniR/xoZGduJjpmFhcUztGyxDh0dzarvK1euEBwcjJubG6NHj66z65kmVBVyCrZEUZ0oxbSnK2Z9agdiQRAI2f8HZ7ZuwNrVjaHTZ2Fhr7kdLEB8SC4nNkWho6dFn1f9cfXRbIjTUMqvXCHzo49Q5ORi89ab2EyZgkRHh5CQENzd3bGxsSElJQULCwvMzTWXeBVUFrDo8iKOphzF39qfBZ0X4GXp9eiLU6kgbCscna1Wynf6H3SbAXqN1ySnvqQWVLDscDQHbmZha6rPB32a82IbUUD3b6TRms1IJBJ7QRByBEHo2zhLExEReVhSU38iLn4x1tbdCQz4Fm3t2kFbEAROnTrF6dOn8fb25sUXX2yQO508r4KCjZEoiqqwHNEc49b2tcfIqjm67huizp6kefvO9HvzPfQMNN9AKJUqLu5K4MbxNByamtFvcgAmlo9+xivIZOR9/TUFP/6ErpsrHr9sw7BFC6qrq1nw2WcsXbqUKVOmsGbNGtzd3TXPIQjqrP3yIsrl5bzb+l0m+k9ER6sRzsNzItXb8akXwa0jDP4C7Oo+839cFFfI+OZEPBsvJqOjpcW7vbyY0q0pxqKA7qmk3j9ViURiC8RLJBI3QRCKHuOaREREHoAgCCQlrSYpeTW2tv0J8P8CLa3aAjaVSsWBAwcICQmhVatWDB48GG3t+pecVcUXU7A1CokW2E4ORN+jdsZbkp/H3lWLyElKoPPIcbR/YUSd27vlxdUc/uEWWQlSAnu60Hm4J9oaauYbSnVCAhnTZ1AdFYXFSy9h/9GHaBkbc/36dSZMmMCtW7eYMGECixYtqnOO/Mp8Fl1axLHUYwRYB7Cwy0KaWTSsskAjsnK1gO7iN6BvBkO/hZYvQwNdAh+VaoWSzRdT+PpEPCVVcl5qoxbQ2ZuJArqnmYbcto0HLt8f3CUSyXJgCTAA6CYIwuuNvD4REZH7EASB+PglpKb9hKPDcHx8FqOlIcOUy+Xs2rWLqKgounTpQq9evRp0rlp2OYviPQno2BhiM9EfHavagSA9OoJ9ny9BIavm+RmzaNambpOcjJgiDv94C3m1kj6v+tG8Xd3b9/VFEASKtm0jd/kKtIyMcPn2G0xv16/v2LGDMWPGYGdnx/79+xk0aFCdcxxKPsTiy4spl5fzXuv3mOA/oXGy9phDEDwDpKnQaiz0ng/GDWu5+6gIgkBweDbLDkWTWlhBt+a2fDzAB19HUUD3X6Bev8USicQc+BDYLZFIXkF95m4M2AKbAS/g+8e1SBERERAEJdExs8nM3IGLyziae81BIqmdCVZVVbF9+3aSk5Pp168fHTt2rP9rqASkBxIpO5+JfnNLdQ93g9r/Jm4cPciJ9Wsxt7NjxJwlWLu41rFmgdAjqVzanYC5nRFDp7XC2qnuXu/1RZGXR+Ynn1J+9izG3britGgROra2qFQqtLS06NGjB1OmTGHRokVYWmo2ismvzGfhpYUcTz1OoE0gCzovaJysXZquNquJ3g+2vjDpILh3evR5G0hISiGLDkRxPbUYHwdTNr7yDN2ba66uEHk6qZfITiKR/I66m1wvIBIoA54BLFC3inUCAgRBUD62ldYDUWQn8rSiUsmJjJpJTs5e3N3foFnTDzRm5GVlZWzZsoXc3Fyef/55WrTQbFGr8TWqFBRuj6EquhCTTk6YD2qKRLvmaygVck6sX8vNY4doEtSGge/MwMBYc8CurlRwfEMkSTfyadbajmfH+6Cn4WahoZQeP07WrNmoKiqw+3AmlqNHo1AoWLx4MadPn+bYsWMPbJQjCALBScEsubKESnklb7d6m3F+4x49a1fK4fL3aptZQQU9PoQOb4HO39uHK6WgnGWHogkOz8bOVJ/pfb0Z3sYF7UZq0iPyz+KRRHYSiWQJ6gDeBwgHNgEJwHeCIKgkEokx8NGTDu4iIk8rSmU1tyLeIT//GM2aTsfD4w2N4woLC9m8eTNlZWWMHj0aL6/6K78VhVXkb4xAkVeBxfPNMOlQ2ySnvLiIfV8sISM6kmeGvkjnUePQ0tJ8pp+fXsahteGUFlTR5SUvWjyr2ca2IajKy8lZupTi33ai7+eL84oV6Ddrxo0bN5g4cSJhYWGMGTOGyspKjI01K9PzKvJYcGkBJ9NO0sK2BQs6L6CpedNHWhcAaVfVjWFywqF5fxiwHCw1i/keF8UVMlYfj2fzpWR0tbWY1rs5k7s1wUhPFND9V6nzJ397W34V4AHMB2qlAhKJpDNgKAjCnse1QBGR/zJKZQU3b75OYdF5mjefi6uL5oaNWVlZbNmyBZVKxYQJExrU4ao6pYSCTZEIShU2kwIw8Kq9pZ2dEMeeVYuoKi1l0Dsz8Oncvc75oi9lcXprDHpGOgx9vxVOnhb1XktdVN64QcbMmchT07CePBnb/72NQiJhwYIFLFiwAEtLS/744w+ef/55jdcLgsD+xP0svbKUamU109tOZ6zvWLTruEGp/8KK1K1cQzaAmROM3KI2rfkb68jvCOhWH4+jrFrBiLauvN+nOXaigO4/z4Nu7doAE1F3jusHxGoYowC+lEgkiwRB+LTxlyci8t9FLi/hxs1XkUrD8PVdhpPjixrHJSUlsX37dvT19Zk4cSK2tvU/Z60IzaVwZyzaFvrYTmiBrp1RrTGRZ09ydO3XGJqbM2r+cuybaD6nVsiVnPs1joizmTg3t6DvawEYmT3a9rSgUJC/bh35365Bx94Ot40bMH5G3fZWVl7Oxo0bGT58OF9//XWdrnx5FXnMvzSfU2mnaGnbkgWdF9DEXLNHf/0XJsDNX+HwJ+og3/Et6PER6DeOxW79liBwIDyLZYeiSSuspHtzWz4e6IOPgyigE1FTZ4AXBOGERCLpCOwE1gqCsEYikcz405jLwGWJRBIjkUiCBUE4/5jXKyLyn0AmKyAsbBJl5bEEBKzG3m6AxnGRkZH8/vvvWFpaMm7cuDrNW/6MoBIoOZZC6Yk09JqYYz3WF+0/WcSqlErObF1PyIHduPgF8Ny0jzEy0zx/SX4lh3+4RW5KKa37udF+SFO0HtE0RZaaSubMD6kMC8Ns8GAc5sxGMDLim2++4dVXX8XY2JgrV65gZaXZJOdO1r7kyhJkSlnjZe15seqa9uSz4NwWxv0BjvXXOjQG15ILWRQcRehtAd2mV56hmyigE/kTf2VVe1UikXQATkgkEhVgArQHmgAmEonkzn5hGjAGEAO8iMgjUl2dw/XQ8VRVpdGixffYWPfQOO7atWscOHAAZ2dnXn75ZYyMamffmlDJlBT9FktleD5Gbe2xfN6zVg/3yrJSDny1nJSboQT1G0yP8a+hraP530VKRAFHf45AUAoMeD2QpkGPFmgEQUC66w9yFi0CbW2cVq7EfPAgIiMjmTBhAteuXcPMzIzx48fXGdxzK3KZf3E+p9NPE2QbxILOC/Aw93ikdSGvhLOr4NyXoGekNqtpPfFvrWlPzlcL6A7eysbeTJ/lw1uIAjqROvlL9YUgCFkSiaQXcBXIQN3/3QU4jrr+HcChPnOJiIg8mMrKNEJDxyOTFxDUcj2WlrVrywVB4MyZM5w8eRJPT09GjBiBXh2d2v6MsqSa/E2RyDPKMB/YBJOuzrXEb/mpyexeuZCygnz6vv4OgT01G1cKKoGrB5K4GpyMtZMJ/acGYKFhi78hKIqKyJ77GaVHjmDUrh1Oy5aiZW/P8uXLmT17NmZmZvz666+89NJLmtckCOxL3MfSK0uRK+XMaDuDMb5jHj1rjz8GB6ZDURK0GAl9F4KJ3aPN2QCKymWsPhHH5osp6Olo8X6f5rzWVRTQiTyYev12CIKQKZFIJgFrgImCIFT/eYxE7E4gIvJIlJcnEBo2HqWyklatNmNu1rLWGJVKxcGDB7l69SotWrRg6NCh9Xank2WUUbAxAlWVAutxfhj61TZdibtygYPffI6ekREj5i7BqblmO9WqMjlH10eQGlGIdwcHur/sja6G5jMNoez8ebI+/gRFURF20z/AatIkJNravPHGG3z//fcMGzaM7777Djs7zYE1pzyH+Zfmcyb9DK3tWjO/83zczR5RyV6SpT5nj9gF1p4wfi80rVtg2NhUyZVsupjM1yfiKa9WMLKdG9P6eGFnKgroRP6aet/+CYJwRCKRxADjgB81PC+2jBUReUhKSyMIDZuIRKJFm9a/YGLiXWuMQqHgjz/+ICIigo4dO9KnT58H1nvfT+WtfAp3xKBlpIvt6y3R+5PZjKBScWHnL1z6/RccPb0Z8sEnmFhpdl3LSS7h0LpwKkpk9BjjjV8Xp0cqgVNVV5P3+ecUbtyEXrNmNPn+O3S9vSmrqMDU1JR3332Xbt26MWrUKI2vIwgCexL2sPzKcuQqOR+2+5CXfV9GS4MJUP0XpYSrP8GJBaCohp6fQud3Qad2e9zHgSAI7LuZxfJD0aQXVdLT25aPB/rS3P7vE/GJ/Ptp6P7OG0Du41iIiMh/Fan0OmE3XkFb24TWrTZjZFRb4V1dXc2OHTtITEykT58+dO7cuV5zC4JA6el0Sg4lo+tqqu7hblpzO7+6ooKD335OwrVL+HfvTe/X3kRHw5a/IAhEnM3k7K+xGJvpM3xGG+zcH02xXRUTQ+b0GVTHxWE5dix20z8gLiWFSV274urqyo4dO/Dx8cHHx0fj9dnl2cy7OI9zGedobdeaBZ0X4Gbm9khrIjMU9r0HWWHQtCcMWgXWjeBwV0+uJKkFdDfSivF1NGPLqy3o4qW5QkBE5EE0KMALgpD6uBYiIvJfpLDwPDfDX0dPz5ZWQZsxNHSuNaa8vJytW7eSlZXF888/T1BQUL3mFhQqinbFUXE9F8MWNli91ByJbs1t9KKsDHavWEhRVgY9J06hVf/nNGbJcpmS09tiiLmUjZu/FX0m+WNg8vC90QWVisKNm8j7/HO0zM1xXbcWw86d+fKrr/j0008xNDTk7bffRhCEOrP23fG7WX51OUpByUfPfMRon9GPlrVXSeHEIrj6Axjbwos/g/+wv62mPTGvjGWHojkckYODmQErX2rJC62cRQGdyEMjKjRERJ4QefnHuXXrbQwNPWgVtAl9/drq86KiIjZv3kxJSQmjRo3C27v21r0mlOVyCjZHIksuwbSXG2a93WoFyuSwEPavXo5ES5sXP12AW0DtM3+A4pwKDq0LpyCznGeea0LbAR61+sE3BHl2NpkffUzFpUuY9OqF44L5ZJSWMqZ7d86fP89zzz3H2rVrcXR01Hh9dnk2n138jPMZ52lr35b5nebjaqbZC79eCAJE/AGHPoayHGj3Gjw7CwwtHn7OBlBYLmP18Ti2XEpBX0eL6X2b82qXphg+oqZBREQM8CIiT4DsnH1ERk7H1MSPoKD16OpaAJCenk5IeCR5RSWY6GuTmhCHSqVi/PjxuLnVb+tZnlNO/sZIlCXVWI32xqhlTVGaIAhc27eLs9s2YuPqxtAZszC309zdLTEsj+MbIpFoS3ju7Za4+T9aN7SSQ4fImvsZgkyGw4L5WLz4IhKJBH2ZjJycHDZt2sTYsWPrzNr/iP+DFVdXoBSUfNL+E0Z6j3y0rL0wUa2OTzgOji1h9DZwbvMI32H9qZIr2XAhmW9PxFMuUzD6GTfe690cW9O/55xf5OlHDPAiIn8zGZk7iI7+FAuLdrRssQ4dHbVwKj09neCzIVi7eWFhWEXkuYMAPD/kuXoH96rYInUPd10tbKe0QN+t5hm5vLqKI2u/Jvr8aZp36EL/N95D16C2IlulVHFpTyKhR1Kxczel35QAzKwNH/p7VpaVkbNgIdI9ezBo0QLn5ctIVSiYN20aq1atwsHBgaioKHTqqLXPKsvis4ufcSHzAu0c2jGv0zxcTR8ha1dUw/mv4MxK0NZTe8e3ew0etZyuHqhUAvtuZrL8UAwZxZU862PHxwN88BIFdCKNjBjgRUT+RlLT1hMXtxBrq24EBq5BW/te0AwJj8TazQtFRQkxl46ib2SKW8vOJGVk16srXNmFTIr3JaBrb4z1RD90LGoG7pL8XPasWERuSiJdRo3nmedf0pgpl0urOfpTBBmxxQR0c6bLS15o6z58llwREkLmzA+RZ2Vh8+abWE2dwpp16/joo4/Q1dVl8uTJ+Pv7awzugiDwe9zvrLy2EpWg4tP2nzLCe8SjZe2Jp+HAB1AQB/4vQL8lYKb5OKCxuZxYwKLgKG6mS/F3MmPFiy3o5CkK6EQeD2KAFxH5GxAEgaTkb0hK+hJb2/4E+H+OllbNrdi8ohL0lTkkhJzBxNIW/64D0dbVJ/VmyoPnVgoU70+g/GIWBr5WWI3yRku/5p92euQt9n6xBKVczgsz59C0dTuNc2XGF3P4h1vIKhT0nuiLd4eHD3yCXE7et99SsO4HdJ2dcd+6hWxzc17q14/Tp0/Tv39/fvjhhzob42SWZfLZhc+4mHWRZxyeYV6nebiY1r+JTi3K8uDIp3BzB1h6wJjfwav3w8/XABLyylh6MJqjkTk4mhvw+YiWPB/kjJYooBN5jIgBXkTkMSMIAvEJS0lN/REHhxfw9VmK1p96jwuCgKqyhITYW1g4uOLbsR/aurpIiwqwtay7FE1VqaBgWxTVccWYdHPGvH+TGgI4QRC4cSSYkxvXYW7vyPMzZmHlVDtICoLAjeNpXNiVgJm1AUPeCcLaWXOf9/pQnZhE5syZVN26hfnwYdh//AlaxkYMa9WKpKQkfvrpJyZNmlTnWfvOuJ2surYKlaBiVvtZvOT90sNn7SoVXN8Ix+aCrAK6zYCuH4Duwx851JeCsmq+Oh7H1supGOhoMaOfN690biIK6ET+FsQALyLyGBEEFTExc8jI/AUX53E0bz4HyZ8ClUql4siRI2SmpWJoaomz/zNItLWRFhVQkBrHwK6aRV+KgkryN0SgKKjCcrgXxu1qCuUUcjkn1n9P+PHDNG3djoH/m46+Ue0+6bIqBSc2RZFwPY+mQbY8O8EXfcOH+9cgCALFO3aQs3QZWvr6OK/+iiJvb2TaWhhKJKxfvx4bGxtcXTWfn2eWZTL3wlwuZV2ivUN75nWeh7NJ7dLBepMdru7Tnn4VPLrCoM/BtvnDz1dPquRKfj6fxHcnE6iQKxn9jCvv9hIFdCJ/L2KAFxF5TKhUCqKiZpKdswd399dp1nR6rYxVqVSyZ88ebt68Sfv27QkICOD6rShS02KwtTRjYNc2GrewqxOlFGyJBMDm1QAMmlnUeL6sqJC9ny8mKzaa9i+MoNOIMWhpEJAVZpZzcG040rxKOg3zJKiP60O70ikKCsj6dBZlp05h3KkTDosXs37PbqYPH86bb77JsmXLaNWqlcZrBUHgt9jfWHVtFQCzO8zmpeaaNQL1oroMTi2BS9+BoSW8sFbtIf+Ya9pVKoE9NzJYcSiGTGkVvX3t+GiAD552ooBO5O9HDPAiIo8BlaqaW7feJS//KM2aTsfD441aY2QyGb/++ivx8fH06tWLLl26IJFI6sxu71B+LZuiP+LRsTLAZoI/OjY1t5qz4mPYu3IRVRXlDH7vI7w7dtE4T9zVHE5siUZXX5uh7wXh3Nzyob/f0pMnyZo1G1VpKfaffEJJ1y4MGjeWY8eO0atXL9588806r00vTeezC59xOfsyHRw7MK/TPJxMnB5uIYIA0fvh4IdQkgGtJ0Dvz8BIc9e5xuRiQgGLg6MIz5AS4GzGyhEt6dRMFNCJPDnEAC8iUk/ur1G3tTSjTaCfxuxaqazg5s03KCw6R3OvObi6Tqg1pqKigq1bt5KZmclzzz1HmzZ/XXstqASkh5MpO52OvqcF1i/7oGVU000u4vRxjv7wDcYWVoyevwI7j6a116dQcf73eMJPpuPoaU6/yQEYmz/c1rGqspKcZcso3r4DfW9vnDes53BUFGNbtkSlUvHdd98xdepUjZm4SlDxa8yvfB7yOVoSLeZ2nMtwr+EPn7UXp0LwDIg9BHb+8NIGcH3m4eZqAPG5ZSw9GMWxqFyczA34YmRLhrYUBXQiT56/LcBLJBJ7YKcgCF0lEokzcBmIv/30S4Ig5Ekkkp8AXyBYEISFt6+r9ZiIyN/N/TXqbq6WlEqLCD4bwsCu1AjyCkUpYTdeQyq9jq/PMpycXqw1l1QqZfPmzRQVFTFixAh8fTV3bLvzuiHhkRTml9Iu2xqLAm2MOzhi8VxTJNr3zvJVSiWnt/zM9eA9uAW0YNC7H2JkZl5rvrKiKg6tu0VOUglBvV3p8EIztLUfTrxWGX6LzJkzkSUnY/XKK9i+9y5aeno0Vyrp0qUL3377LU2a1PbVB3XWPvfCXK5kX6GjY0fmdZqHo8lDKvaVcrj4LZxeBkjUrVzbvw7aD2+lWx/yy6r56lgc266kYqirzcz+agGdga4ooBP5Z/C3BHiJRGIJbATuKHzaA4sEQfjuvjHDAG1BEDpJJJI1EonECwj882OCIMT9HWsWEbmfOzXq5pZqJ7c7H0PCI+8GeJmskLAbEykriyEg4Cvs7QbWmic3N5ctW7ZQXV3NuHHj8PDwqPM179xUONo2pWumOfpFMiKcyvFvo4/lfUG5srSE/V8uJfXWTVoPGEL3ca+ipaGFbFp0IUd+jECpUNFvcgCebR6un7mgVFLww4/kffMNOjY2uP78E79GRXHp7bdZt24dPj4+BAcHa7xWJajYEbODL0K+QEuixWcdP2OY17CHz9pTLqpFdHlR4DMY+i8Fi0cwwKkHVXIlP51L4rtTCVTKlYxp78Y7vbywMREFdCL/LP6uDF4JjAT23P66AzBAIpGMBy4JgjAN6AH8evv5E0AXoJWGx8QAL/K3k1dUgptrzTNqU3NLUlPUQrfq6hxCwyZQWZlKi8DvsbHpWWuOtLQ0tm3bhra2NpMmTcLBQbM97B1CwiNxM/XA53wpEoVAei9nyoyqCLkVhcvtc/q8lCT2rFxIWVEh/d54j4Aeteu6BZVAyOEUruxNxNLRmP5TArB0qK2mrw+y9AwyP/yQypAQzAYOQDl5MiM++ICDBw/SvXt3ysvLMTbWPHdaaRpzL8zlavZVOjt1Zm7HuQ+ftZcXwLE5ELoFzF1h1C/gU/uGqjFRqQR2h2Ww4nAMWdIq+vjZ82F/HzztHr6cUETkcfK3BHhBEEqA++/SDwILBEEolUgkByQSSQvU2X3G7edLAM86HquBRCKZAkwB6m3nKSLSUGwtzSiVFt3N3AFKpUXYWppRWZlOaOg4ZPICglr+jKVlh1rXx8bG8uuvv2JmZsa4ceOwtPxrQZt2UjV+GaUoDHVI7+OEzEIfU5Xh3ZuK2EvnOLjmCwyMjBk5dymOXrUb0VSVyzm+IZLk8AK82tnTc6wPuvoN30IWBIGSvXvJnr8AJBIcly5hd3Ex73XsiFwu5+uvv+bNN9/U2J9eJajYHr2dL69/ibZEm/md5vO85/MPl7ULAoRtgyOzoLpE3aO9+4eg93A3LPXlQkI+iw5EEZFZQqCzOV+MDKJD00fz5RcRedw8KZHdBUEQqm9/Hg14AWXAHTmwCaBVx2M1EARhHbAOoG3btsJjXLPIf5g2gX4Enw0B1Jl7qbSIgtQ4erW3IeT6SJTKCloFbcLcPKjWtTdu3GD37t04ODgwZswYTEwenPEJgkDp8VSCUi0otdQmu48rSgP1n2qptAgbC1PObd/M5T924OjlzZAPPsXEsrZKPC+1lEPrwikrqqbbqOYEdHd+qKCqLC4ma948Sg8ewrBtG5yWLqPMyJDpzZsTGBjI+vXr8fSsde8NQFpJGrMvzCYkJ4TOzp35rONnOBg/eOeiTnKj4cD7kHIeXDvA4M/B3v/h5qon8bmlLAmO5nh0Ls4Whnw1KojnWjiJAjqRfwVPKsAflkgkowEp0A91gDZGvQV/CWgJxADpGh4TEfnbcXFxYWBX9bZ5akoktpZmPPuMORkZ7wESWrf+BVMTn1rXXbhwgSNHjtCkSRNGjhyJgYbGLvcjyJUU7oyj8kYeeJtwXi8Vy0pzTPXUNxX5CRGYJV3ncmQ4AT370uvVN9DRrS0mizyfyZlfYjE01eWFD1rj0LS24K4+lF+8SOZHH6MoKMBm2jQuOdjj6uiAlbY258+fx8vLq86s/ZfoX/gy5Et0tXQfLWuXVcCZFXBhNeibwpCvIWgsaHjdxiKvtJovj8Wy/WoaRrrafDTAh4mdPEQBnci/iicV4OcBJwEZ8L0gCDESiSQLOCuRSJyAAajP6QUNj4mIPBFcXFzuCuqk0lDCbryCtrYRrYI2Y2xcsxxNEASOHj3KhQsX8PPzY9iwYXV2SruDslRGwaZIZGmlmPX3wLS7C/0zbO/eVJhrKZFcPUp2QR7PvvI6QX0H1QqYCpmSM9tjibqQhYuPJX1f9cfQVK/B36tKJiPviy8pXL8evSZN0P/sM1778gv27t3Lli1bGDNmTJ296VNLUpl9fjbXc6/T1bkrczrOefisPfYwBE9Xl8AFjYE+88H48dWWV8qU/HQuke9OJVCtUDGugzv/e9YTa1FAJ/Iv5G8N8IIg9Lj98STg86fnSiQSSQ+gD7BcEAQpgKbHRESeJIWFF7gZPhU9PRtaBW3G0LBmLbxSqWTfvn2EhYXRrl07BgwYoDHLvR9ZVjkFGyNQlcuxHuuLYYA6iN25qUgMvcqBr1agraPDi58uwNW/dnc5aV4lh9aFk59WRtuBHrQb3OShtpKrYmPJnDGT6pgYzEeN5Li7O+8OH0ZlZSWrVq1i1KhRGq9TCSq2Rm1l9fXV6GrpsrDzQoY0G/JwWbs0Aw59CFH7wMYbJh4AD82GPY2BSiWwKzSDlYdjyC5RC+g+HuBDU1tRQCfy7+UfZXQjCEIR91TzdT4mIvKkyM8/SfitNzE0dKdV0Cb09WuWmslkMnbu3ElsbCw9evSge/fufxngKiMLKNweg8RAG9vXW6J3X5MXQRC4smcn57Zvwta9Cc9Pn4WZbe3ytqSb+RzfoBbfDXqrBR6BDc9yBZWKoi1byF25Ci1TU1y+/47Zu3fz1bx5dOzYkfXr19eZtaeUpDDn/Byu516nm0s35nSYg72xfYPXgFIBV9bCycWgUkCvOdDxf6DT8F2I+nI+Xi2gi8wqoaWLOV+NCqK9KKATeQr4RwV4EZF/Mjk5B4iIfB8TEx+CWq5HT6+msK2yspJt27aRlpbGoEGDaNdOc0vWOwiCQNm5DKTBSeg6mWAzwQ9ts3tbwfKqKg5//xUxF8/i3bEr/d54F139mmf4aalpnPwthtI4LXTNBbqPbfpQwV2ek0vWxx9TfuECxt27Yzd/Hgb29gzX1sbFxYVp06ahraG2XqlSqrP20NXoaeuxuMtiBjcd/HBZe/o12Pce5ISDZx8YuAKsNBvlNAaxOaUsCY7iZEyeKKATeSqRCMLTIzxv27atcO3atSe9DJGnkMzM34iK/gRz89YEtfwRHZ2azUNKSkrYvHkzhYWFDBs2DH//B6u7BYWK4j0JlF/NxjDQBsuXmqN1XwtRaW4Oe1YuJC81ma6jJ9BuSG0L14SYZA6vj0Uo1sHMzxzDIAMKM+LrbFBTFyWHj5A9Zw6q6mq03niDj48cxt3dnc8///yB1yVJk5hzfg5heWF0d+nOnI5zsDN6CPOcyiI4Ph+urQdTBxiwDHyHPLbGMLmlVXxxNI4dV1Mx1tfh7Z6eTBAFdCL/UiQSSYggCG01PSdm8CIif0Fa2gZi4xZgZdWVFoFr0NY2qvF8Xl4eW7ZsobKykjFjxtC0aW3/9/tRVcgp2BJFdaIU056umPVxr9HDPS3iJnu/WIqgVDLsw7k0aVX7bzc7UcrR7xIQZDrY93LCwl9dVy/RltRw13sQyrJychYvRrprFwYBAVzo3p33Zn1KSUkJCxfW7QqtVCnZErWFr0O/Rl9b/+GzdkGA8N/g8CdQUQAd3oCen6iV8o+BSpmSH88m8v1ptYBufEcP3unlhZXx49v+FxF5kogBXkSkDgRBIDllDYmJn2Nr25cA/y/R0qqppk5PT2fr1q1oaWkxceJEnJwe3AVNnldBwcZIFEVVWI70xrjVvYxXEARCD+3n1KYfsHRwYuiM2Vg51eyFLggC4acyOL8zDpWuCteXPDGyv3fDcb+73oOouB5K5ocfIs/IQBg7hg/Dwvjtnf/Rrl07NmzYgJ+fn8brkqRJzD4/mxt5N+jh2oM5HeZga2T7l69Xi/w4dU170hlwag1jfwfHlg2fpx4oVQK7rqez8kgMOSXV9Pd34MMBPjSxebzmOCIiTxoxwIuIaEAQBBISVpCSuhYH++fx9V2GllbNP5f4+Hh27NiBsbEx48aNw9r6wcKsqvgiCrZEI9GWYDs5EH2Pe7XpCrmc4z+t4dbJozRt8wwD356OvlHNnQJZlYJTW2OIu5qDR6A1Mpcc5HqVwL1xd9z16vy+5HLyv/uO/O/XouvggPvmTaQaG3N4xQoWL17MjBkzNJbzKVVKNkdu5uvQrzHUNWRJ1yUMalK7TO8vkVfBuc/h3BegYwiDVkGbSaChV31jcC4un0XBUURlldDS1YJvXm5NO4/H3zpWROSfgBjgRUT+hCCoiImdR0bGFpydRuPtPR+JpGaZW3h4OH/88Qe2traMHTsWU9MHbyuXXc6ieE88OrZG6h7uVvfEcmWFBexdtZis+Bg6DBtJp5fGIPlTWV1RdjkH196iOLuc9kOb0qafOxmZGRrd9QZ21dx6VpacTMbMD6m6eRNlnz4ccXPl3TZt8AFSU1MxN9dshpMoTWT2+dnczLvJs67PMrvjbGwMH6IWPeEEHPgAChMh8CXouwhMH0JpXw9isktZcjCKUzF5uFga8vXoVgxu4fjwTW1ERP6FiCI7EZH7UKkUREV/RHb2H7i5Tcaz2Ye1gsKlS5c4dOgQ7u7ujB49+oHudIJKQHogkbLzmRh4W2I12gctg3v31Zmx0ez9fDGyigr6vzWN5u0715ojPiSXE5ui0NbVou+r/rj63stA69OjXhAEin/7jZwlS5Ho6XGtbx/eX7eOoqIibt68iY9PbQc+AIVKwabITXwb+i1GukZ80v4T+nv0b3iQLM1Wn7Pf+h2smqmz9ma1m/E0BrklVXxxLJYdV9Mw0dfh7Wc9Gd9RFNCJPL2IIjsRkXqgUlVzK2IaeXmHadpkGh4eb9UIZoIgcOLECc6ePYuPjw/Dhw9HV4NN7N35qhQU/hJNVUwRJp2dMB/YFIn2vflunTzKsR+/xcTKmuELV2Lr5lHjeqVSxcVdCdw4noZ9EzP6TwnAxLLmzcT97nqaUBQWkjV7DmXHj1PdKohl1dVsX7iQoKAgjh49WmdwTyhOYPb52YTnh9PbrTefdvi04Vm7SgnXflYr5BVV0ONj6Pwe6D7YrvdhqJAp+OFMEmvPJCBXqpjYqQn/e9YTS1FAJ/IfRgzwIiKAUllJePibFBSewctrFm6uk/70vJIDBw5w/fp1WrduzeDBgx/oTqcorCJ/YwSKvAosXvDEpP29tqhKhYLTm38i9NA+3AJaMvi9DzE0rXluXl5czeEfbpGVICWwpwudh3uirdMw7/WyM2fI/ORTVFIpNjNn8OwXXxAdHc28efP4+OOPNd6cKFQKNkRsYE3YGox1jVnRbQX9PPo1PGvPDIP970FmKDTtAYM+B+tmDZujHihVAr+HqAV0uaXVDAhw4MP+PniIAjoRETHAi4goFKXcuDmF4uKr+PoswclpRI3n5XI5v//+O9HR0XTr1o2ePXs+MOBVp5RQsCkSQSlgMykAA697rWErSqTs/2IpaZHhtBk0lG5jXkHrTwYyGTFFHP7xFvJqJX1e9aN5u4b5uKsqK8ldsZKibduo9vDAa91ajP38WOHkhIODA0FBQRqviy+KZ/b52dwquEUf9z582v5TrA0b6OhWVQInF8GVdWBkA8N/goDhj6Wm/UxsHouDo4jOLiXI1YI1Y1rTVhTQiYjcRQzwIv9p5PIiQsMmUVYWRYD/l9jbD67xfGVlJdu3byclJYUBAwbQvn37B85XEZpL4c5YdCz0sZ7oj67tPYV7bnIie1YupLy4iP5vTsO/e68a1wqCQOiRVC7tTsDczoih01ph7dQwL/TKiAgyZ36ILCGBa+2f4cOjR5l+6BDv+/nRv39/jdfcn7Wb6JqwsvtK+nn0a9DrIggQuRsOfgRlOdDuVXh2NhhaNGyeehCdXcLi4GjOxObhamXINy+3YlCgKKATEfkzYoAX+c9SXZ1LaNh4KitTCAxcg61NzYBbWlrKli1byMvLY/jw4QQGBtY5l6ASKDmaQunJNPSbmmM1xhdt43tb4NEXznD4u68wMDFh1GfLcPBsXnMtlQqOb4gk6UY+zVrb8ex4H/QM6v/nKSiVFPz8M3mrv6bC1JQvmjZh66ZNBAYG0qNHjzqviyuKY9b5WUQWRNLXvS+ftP+k4Vl7YZK641v8MXBoAaO2gYtmJf+jkFNSxedHYvktRC2gmzXIl3Ed3dHXEQV0IiKaEAO8yH+SysoMQsPGIZPl0bLFT1hZdarxfEFBAZs3b6a8vJwxY8bQrFnd58cqmZKi32KpDM/HqK09ls97Irl9Xq5SKTm/YwtXdv+Gk7cfQ97/GGMLyxrX56eXcWhtOKUFVXR+0ZOWvVwblI3KMzPJ/PAjKq5eJdzPj/cvXyL7Sg6ffvops2fPRl+/dqtTuUrO+lvr+e7Gd5jpmT1c1q6oVvdoP7MStHSh/1JoNxm0G/ffSoVMwdrTiaw7k4hCpWJSZ7WAzsJIFNCJiDwIMcCL/OeoqEjieug4lMpyWgVtwty8VY3nMzMz2bJlCwATJ07E2dlZ0zQAKEuqyd8UiTyjDPOBTTDp6nw3OFeVlxH89UqSQq/Rold/nn1lKlnZORy7ePVuWZud4MLNg7noGekw9P1WOHlaNOh7ke7bT/b8+aBU4rhkCXnWVli9HcfuPXto21Zj5QyxRbHMOjeLqMIo+nn045P2n2Bl0MCz6+RzsH8a5MeC3/PQfwmYPdjFr6EoVQI7Q9JYdSSW3NJqBgU6MrO/N+7WooBORKQ+iAFe5D9FaVk0YWETEAQVrVttxdS0piVrYmIi27dvx9DQkHHjxmFjU3dpmCyjTN3DvUqB9Tg/DP3ubW0XZKSxZ8VCpLnZ9H7tTVr2GUh6ejrBZ0OwdvPCxcmczOOppMdmY+NuyOA3W2NsXjvTrgtlSQnZ8+ZTcuAAVx0cSG3/DLNeeJ5uQFhYmEaFv1wl5+fwn/n+5veY6ZnxeY/P6ePep96vCUB5PhyZDTe2gYU7vPwbNO/bsDnqwenYPBYfiCImp5TWbhZ8N7Y1bdxFAZ2ISEMQA7zIfwZpyQ3CwiahrW1I61abMDauue0eERHBrl27MDMzw8mjKbuPnKrTPKbyVj6FO2LQMtJV93C/TwyXEHKF4K9Xoq2ry0uzF+HiGwBASHgk1m5eGGmbkvF7ClW5VRj7G6PfVNqg4F5++QqZH31EcVYWX9tYs/n0Kfzz85g+bx4GBgZoaWnVMsCx8jDk6/iviSqMYoDHAD5u/zGWBpZ//WJ3UKkgdDMcnQOycujyPnSbAXpGf31tA4jKKmFxcBRn4/JxszJizZjWDAhwEAV0IiIPgRjgRf4TFBVd4sbNKejpWtOq1SYMDV1rPH/lyhWCg4Oxt7dHYmqHlk0z3Jqp7V+Dz4YwsKvaVEYQBEpPp1NyKBk9V1Osx/uhbao+CxYEgct//Mr5X7dg59GUodM/xczmXjOZvKISrFW6JB9NBJWA0yBXjJuYkHrzfL2+B5VMRv7q1RT89DNXjI2YXSIlIy6WDz/8kM8+++yuo979OwXOLqYEJ6/nzJXfMdM144seX9DbvXfD3rzsW+rt+PQr4N5ZXdNup9kg52HJllbx+dEYfgtJx8xAl9mD/RjXwR29Btb+i4iI3EMM8CJPPfn5Jwm/9RaGhm60CtqIvv49/3NBEDh16hSnT5+mefPmGJpZorJ0x9xSvd1+52NIeCTODk4U7Yqj4nouhi1tsXrRC8ltC1RZVSWH13xJ7OXz+HbpQZ+p/0NX715WLqgE9HPMyTyThr6NPk4DXdGz0EdaVPDA5jB3qI6PJ2PGTKqjolAMGsTra77F3d2d87t20aFDhxpj7+wUlOkX8UP0J2RUJBBo0pnnDPo1LLjLyuHUEri4Rl3u9vx30HJ0o9a0l1crWHsmkR/OJKJUCbzWpQlv9/TC3Khuh0AREZH6IQZ4kaeanNxgIiLex8SkOUEtN6Cnd+8cV6VSERwczLVr1wgKCuK5555j/Y4/cPOouXVtam5JVkIUeT+GI0suway3G6a93O5uG0tzs9m9YiEFaal0H/sKbQa/UGNLuapMztH1EZTEaCOxl2PxrD06ZrpIiwoe2BwG1DcgRVu3kbtiBXEI9FjzLabPPsuhIc/xzDPPYGhoWOua7MIiYrVDOZbwC8baZrziOQ9/84713ikAIDoYDs4EaRq0ngC9PwOjxjsDVyhV/BaSzqojseSXVTO4hSMz+/ngZt24W/4iIv9lxAAv8tSSmbWTqKiPMTdvRVDLn9DRudfxTaFQsGvXLiIjI+ncuTO9e/dGIpFga2lGqbTobuYOoEjPo0uiDTJFGVajfTBqea//eUp4GPu/XIYgqBj28Wd4tGxdYw05ySUcWhdORYmMHmO8MfNQcf1WFKkZUdhamjGwa5s6veTlublkfTqL3NOnWa2rw+bISP4oKeF5oHv37hqviS6MZic/k52VSRurXrzg/ibGOub13imgOA0OfggxB8DOD145DG4d/vq6eiIIAqdi81gSHEVsThlt3S1ZN74Nrd0aoAcQERGpF2KAF3kqSUvfRGzsPKwsu9CixXdoa9/LDKuqqti+fTvJycn069ePjh073n2uTaBfjRasWnE5+F6Vomugi93UQPRc1TcJgiAQenAvpzb/hJWTC0NnzMLS4V6ZmCAIRJzN5OyvsRib6TN8Rhvs3NUB1tW15vm/JkqPHSNr9hwu5eYyp7SE1Px8pk2bRt++mhXrcqWcdeHr+PHmj5jqmjJIZwztrIZgqGVar50ClHK4tAZOLVV/3Wc+dHgTtBtvqzwiU8qS4GjOxefjYW3E92Nb089fFNCJiDwuxAAv8tSRnPwdCYkrsbXpQ0DAV2hp3TsLLysrY8uWLeTm5vLCCy/QsmXLGte6uLgwsKv6HJuQJLwzTZHYGODwWhA6Fup5FDIZx378lojTx/Fs14EBb72PnuG9Gwi5TMnpbTHEXMrGzd+KPpP8MTCpX6BUlZeTs3Qpxb/t5DsJfJ2YgKenJ6d//52uXbtqvCayIJJZ52cRVxTH4KaD+eiZjyjNKyUkPJLUlMi/3Ckg9bJaRJcbAd4DYcAysHCr13rrQ5a0klVHYvn9ejrmhrrMfc6PMe1FAZ2IyONGDPAiTw2CIJCQuJKUlO9xsB+Kr+8ytLTuBdbCwkI2b95MWVkZo0ePxsvLS+M8zo5OGF+rojwzCwNfK6xG+ZCZl0XIxUhyMrOQXT9DdX4OHV98mY7DRyG5r+a8OLeCQ2tvUZBZxjPPNaHtAA8kWvXLUCtv3CBj5kzkqWlYT5lCZwd7JJcvs3jxYoyNa5u7yJQy1t5cy0/hP2FpYMnqnqvp6abus27uYv7ANrIAVBTCsc/g+kYwc1FbzPoMqtda60NZtYK1pxP44WwiKhVM6dqUN3t6Ym4oCuhERP4OxAAv8lQgCCpiY+eTnrEZZ6fReHvPRyK5F3izs7PZsmULSqWS8ePH17lNrqpUULAtiuq4Yky6uWDe34OMzAyCz4ZgrKtH5YUjKKsrMXimD24du9UI7olheRzfEIlEW8Lgt1vi7l8/T3dBoSB/7VrSvvmWr8tK8X3pJWa+P42RwMiXX9Z4TURBBLPOzSK+OJ4hzYYws91MzPXN6/tmwY3tcORTqCyGTu9A9w9Bv2GNbepCoVSx41oaXxyNJb9MxpCWTszo542rlSigExH5OxEDvMi/HpVKQXT0x2Rl78LN9VU8PT+uca6bnJzML7/8gr6+PhMmTMDW1lbjPIqCSvI3RKAorMJyuBfGt9u0hoRHoldaRM6p3eiaWdFs3AdU6xoQEh6Ji4sLKqWKS3sSCT2Sip27Kf2mBGBmXVvdrglZaiqZM2Zy/uJFZpeVklRUxHTtupunyJQyvr/xPT/f+hlrA2u+efYburtqFtxpJC8G9r8PKefA5RkY/AU4BNT/+gcgCAInY3JZHBxNfG4Z7Tws+XFCO4JcLRplfhERkYYhBniRfzUqlYxbEdPIyztEkybv0cTj7RrBPSoqip07d2Jpacm4ceMwN9ec5VYnSinYEgmA7asB6De1AECpUJB6+giypGhMmvnjPnwqOobG6KlUpKZEUi6t5uhPEWTEFhPQzZkuL3mhrfvXZ8uCICDd9QcpCxbwZXYWG3NzcXd35/jOnTz77LMar4nIj2DWeXXWPrTZUGa0m1H/rF1WAWdXwvnVoGcMz62GVuNAg6Xtw3ArQ8ri4CguJBTQxMaYtePa0NfPXhTQiYg8QcQAL/KvRamsJDz8TQoKz+Dl+Slubq/UeD4kJIT9+/fj7OzMyy+/jJGR5i3i8mvZFP0Rj46VATYT/NGxUWffFSVS9n2xBFlSNGatu+MxaOzdLflSaRFmKjN+XXwVWYWC3hN98e7gWK91K4qKyJ4zl9KjR0lo0oRN4TeZOnUqy5cvx9TUtNZ4mVLGdze+Y/2t9VgbWvNtr2/p5tKt/m9U3FE48AEUp6iNavosABPNuxgNJbO4kpVHYvgjNAMLQ13mDfHn5fZu6GqLAjoRkSeNGOBF/pUoFKXcuDmF4uKr+Hgvwtl51N3nBEHgzJkznDx5Ek9PT0aMGIGeXu3WooJKQHoombIz6eh7WWD9si9ahuo/iZykBPasXEilVEr7lycRWaFDibQIU3NLSooLybuYgpBogJmNNs/9Lwgbl/qdX5edO0/SzJmczchg5JzZ+EyaRExiIp6enhrHh+eFM/v8bBKkCbzg+QLT203HTK8e9ewAJZlw6COI3AM2zWHCfmiiWYnfUEqr5Hx/OoEfzyYhIAroRET+iYgBXuRfh1xeRFjYK5SWReDv9zkODkPuPqdSqTh06BBXrlyhRYsWDB06FG0NZ9qqaiWFO2KoiizAuIMjFs81RXI764w+f5rD36/G0NSMUfOXY9/UE4/bzVtSEiLRTrZAlWlAk5Y29Jroh77hX/8ZqaqryV21ilNr1zGrIJ+kykr69eiBtZaWxuBeraxmTdgaNkRswNbQlu96f0cX5y71e4OUCrj6I5xYCCo5PDtbLaTTefT+6Qqlil+upvHl0VgKymUMDVIL6FwsRQGdiMg/DTHAi/yrqK7OIzRsPBUVyQQGrMHW9p63ukKhYPfu3dy6dYuOHTvSp08fjW1TFcXVFGyMQJ5djsVzTTHu5IREIkGlUnLul01c3fs7zj7+DHn/Y4zMLQB1fbyhlgWH1t5CmltBx2HNaNXHrV5nzFXR0SS9/z6fX77Mz0VFODs7c3DXLpo1a6Zx/M28m8w+P5tEaSLDvYbzQdsPMNWrvXWvkYwQdU171g3w7A0DV4JVk/pd+wAEQeB4VC5LDkaRkFfOM02s+HmgLy1FAZ2IyD8WMcCL/GuorMwgNGwc1dW5BLX8ESurznefq66uZseOHSQmJtK7d286d+6sMfjK0krJ3xSBIFNhM9EfA2+1v3pVWRkHvl5BclgILfsMpOfEyWjr3Ntujr2azcnN0ega6DD0vVY4e/+1taqgUlG4YSPZn3/OyJRkIsrKeO2111i5cqVGsV+1sppvQ79lY+RG7Izs+L7393R27qxhZk1vTjGcWABXfwITe3hpA/g93yiNYW5lSFl0IIqLiQU0tTFm3bg29BEFdCIi/3jEAC/yr6CiIonroeNQKsto1WojFub3bFfLy8vZunUrWVlZDB06lFatWmme42Yehb/Gom2mh+1rgejaq81jCtJT2bNyIdLcXPpMfpsWvfvfvUapUHF+Zzzhp9Jx9DSn32sBGFv8de92eXY2KTM/RH7lCma9e/FO88m4NW9O//79NY6/kXeD2ednkyRN4sXmL/JBmw8w0avHub4gwK3f4fAnUJ4H7adCz0/BoJ7n9A8go7iSlYfVAjorYz3mD/Vn9DOigE5E5N+CGOBF/vGUlcUQGjYeQVDRutVWTE397z5XVFTEli1bkEqljBo1Cm9v71rXC4JA6Yk0So6moOduhvU4X7RN1OfR8VcvcfDbVejo6TNizmKcffzuXldaWMXhH26Rk1RCy96udHyhGdr1CG4lBw9ydPoMPk5M4OM33mDiqlVMqSPbrVJU8W3Yt2yK3IS9kT1r+6ylk1On+r0xBQlqdXziSXBqBS/vUH98REqr5Hx3KoGfzqkFdG/0aMYbPZphZiAK6ERE/k2IAV7kiZF+W7iWV1SCraUZbQL9atmrSktuEBY2CW0tA1q33oqx8T1BWk5ODlu2bEEulzN+/Hjc3Gr7pwtyFYW/x1IZlodRazssh3kh0dFCUKm4tGsHF37bin1TL4ZO/xRTa5u716VFFXLkpwiUchX9Jgfg2cbuL78fZWkpafPmsWzDBn4oLMTezg7n/v3r3MoOyw1j9vnZJJck81Lzl3i/zfv1y9oV1XDuSzi7CnT01efsbV8BrboNcuqDXKli+5VUvjwWR0G5jBdaOfNB3+aigE5E5F+KGOBFngjp6ekEnw3B2s0LN1dLSqVFBJ8NYWBX7gb5oqLL3Lg5GV1dK1q32oSh4b0AnpKSwi+//IKuri6TJk3C3t6+1msoS2UUbIpEllaKWT8PTHu4IJFIkFVWcGjNl8RduYBf1570nvI2unrqbXdBJRByKIXL+xKxdDBmwNQALB1q+8D/mYpr1zj6xpvMDL9JbHU148eO5cvVq7G0rH1WX6mo5JvQb9gcuRlHY0fW9VlHR6eOGmbVQOIpddZeEA8Bw6HfYjB1qN+1dSAIAsduC+gS88pp38SKDYP8CHSpp4mOiIjIPxIxwIs8EULCI7F287rbd/3Oxzv2rzExv5OW/ilypQUlFW9SUKDFneQ+JiaG3377DXNzc8aNG4eFhUWNudPT04m8GEWTm7roK7XQGmCPWXe193xxdha7VyygMCOdHuNfo/XAoXcz7KpyOcc3RJIcXoBXO3t6jPFGz+DBfyKCTEbet2so+OEHUnS0KTE1Zd/OnQwePFjj+NDcUGafn01KSQojmo/g/bbvY6z71zcQlOaovePDfwPLJjB2F3j2+uvr/oKb6cUsOhDF5aRCmtoa8+P4tvTytRMFdCIiTwFigBd5IuQVleDmWjO7NTW3JDUlkqiorWRkzkOp5Y627VdUlHI3u8/Ly2Pv3r04OjoyZsyYWl3W0tPTubb/Jq3STFHpaRPRwYS0zGgGphujKMzjwJfLABj2yTw8Wtw7r85LLeXQunDKiqrpOrI5gT2c/zLIVScmcnzyFG5FRTL2lVd466OPeQUBE5Pa2+yVikq+Dv2aLZFbcDR25Ie+P9DBscNfv1EqFYT8DMfmg6ISun8EXaaBrsFfX/sA0osqWHk4ht1hmVgb67Hg+QBGtXMVBXQiIk8RYoAXeSLYWppRKi26m7mD2v7V0TqCjMzNKLW80bb9CrRMMbdUbyMHHz5CZloqTZs2ZeTIkejr11SzC4JAWnAsbZJNqbLWJ6OnE7pGulgVanNs+xYKr13A2sWVodNnYeFwz1Y28nwmZ36JxcBElxc+aI1D0wdvTQuCQN6WLSyYMZPvc3NwsrPj3dmz0dbXR9MJ+vWc68w+P5vU0lRGeo9kWptp9cvas26qa9ozrkGT7jDoc7DR7HhXX0qq5Kw5mcDP55OQAG/eFtCZigI6EZGnDjHAizwR2gT6EXw2BFBn7qXSIuR5G7Aw+53Kak/0nFeDljpcCoJAQUo0WWmpBAQE8Pzzz6OjU/NXV1CoKN6TgGuiLiVuxmR1cUTQ0UIllyE99QfF4ZfweqYT/d+ahp6B2mteIVNyZkcsUeezcPGxpO+r/hiaPtjtTZGfz8k33uDdffuIqq5m1LBhfLNuXa2bDVBn7auvr2Zr1FacTJz4qe9PPOP4zF+/OdWlcHIJXP4OjKxh2I8Q+OIj1bTLlSq2XU7lq+NxFJbLGNbamel9vXGyqF/XOxERkX8fYoAXeSK4uLgwsKv6zD01JRInm4tYmO3GxqYXyRlDKS2txtzSBJVKSdzVU+SlxGJr78CwYcNqudOpKuQUbImiOlFKlpuc1Bb6mOtoIZMWkrzjGyqzUrAKas9z0z662yxGmlfJoXXh5KeV0WaAO8881xQtrQcH0NITJ7kxcyaDr4dgbmrK71u3Mmz4cI1jQ3JCmH1+NmmlaYzyHsW0NtMw0v0LNbogQNReOPgRlGZB20nQaw4Y/rWpTt1TChyJzGHZwWgS88vp2NSaTwf5EuAsCuhERJ52xAAv8sRwcXHB2dmZxMRVJKfsxt5uMH5+K7G2yiH4bAgqpYKMiKsU56RhauPIkMEDawV3eV4FBRsiUBRXYznSG2xlhJ4NoSormfyDW1DKZBi270ufEcPuBvfkm/kc26BuDTvozRZ4tLCptbb7UVVUEDFnLjr79+Pk48P3o0by3MSJ2NjUvq5CXsHq0NVsi9qGk4kTP/f7mXYO7f76zShKhuCZEHcY7ANhxCZwrcd1D+BGmlpAdyW5kGa2xvw0oS3P+ogCOhGR/wpigBd5YgiCiti4haSnb8TJcQQ+PguRSLRxcXHh2XZV7PpjNxXlZbg2aUa/Xj1r1chXxRVRsDUaibYE2ykt0Hc3wxhornOGkF3b0TI0xnXQi3Ts2hUXFxdUKoGr+5O4FpyMjasJ/acEYm774C3q0tAw5o0cwTfx8ex4/XWe+/JLmmroTAdwNfsqc87PIb0sndE+o3mv9Xt/nbUrZHDxazi9Ql3H3m8xPDMVtB/+TzOtsIIVh2PYeyMTGxM9Ft4W0OmIAjoRkf8UYoAXeSIIgpKo6E/IytqJq+sreHl+cjezlEqlHDp0iOqqSkaOHImvr2+t68suZVG8Nx4dWyN1D3crA5QKOSc3rOPG0YN4BLVh0P9mYHBb0V5ZKuPITxGkRxfh28mRbqOao6NXtzGMoFRycf58Xl+xgvDKSp7v+SwdP/sMLQ3BvUJewZfXv+SX6F9wMXGpf9aefF4tosuPAd8h0H8pmDvX8x2sjbRSzpqT8aw/n4xEAm/39GRq96aigE5E5D+KGOBF/nZUKhkRkR+QmxtME493aNLknbvBPTc3ly1btlBdXc24cePw8PCoca2gFJAGJ1J2PhMDb0usRvugZaBDeXER+75YQkZ0JO2GDKfL6PFo3XZ2y06UcviHW1SWyuk5zge/zk4PXJ8sPZ1FQ4eyNDQUY319flm/nlETJ2ocezX7KrPPzyajLIMxvmN4p9U7f521lxfA0TkQtgUs3ODlX6F5v3q9dxrXq1Cx9XIKq4/HUVwpZ1grF6b3a46juSigExH5LyMGeJG/FaWyivBbb1NQcBJPz49xd3vtrmVtemY2hVmp6OnqMnHiRBwdHWtcq6pSUPhLNFUxRZh0dsJ8UFMkWhJyEuPZvXIhVaWlDHxnBr6duwNqgdmt0xmc+y0OE0t9hs9sg61b3W1XBUFAumcPOQsWUp2bS9/27flx926NLnlxyXEsu7KKy5XnsdK2Znnr5QwIHPDgb16lUgf1o3PUSvku70O3GaD3cFawgiBwOCKHZYeiScovp1Mzaz4ZKAroRERE1IgBXuRvQ6Eo4+bNqRQVX8bbewEuzi/ftazVMzKhIDMVHT0DTB3cUCqVNa8trCJ/YwSKvEosXvDEpL06+EedPcmRtV9jaG7OqPnLsW+i7rEur1Zycks0cVdzcA+0pvdEPwyM696qlhUUMP/5F7BJTOD5nj2Zv2c3us6azW7239zPktBllCClm90LdDF5gbRbqaRbptfSCdwlJ1K9HZ92Cdw6weDPwa720UN9CU0tYnFwFFeTi/CyM+HniW3p6S0K6ERERO4hBniRv4WUlChi4t5GS5JKtWIiCN0AdZmclq4eKWHnMTK3wr/bICorK+9a1gJUJ0sp2ByJoASbV/wx8LREpVJydttGru3bhYtvAM9N+wgjcwsAirLLObTuFkVZ5bQf2pQ2/dyRPKAELmzHDl6ZMoXQkhJe7tyZdzduRKJd+3y+XF7OFyFfsCNmB1a6Dvyv2VyamgYCoKelX2PNd5GVw+llcPFb0DeDoWsg6OWHrmlPK6xg+eEY9t0W0C1+IZARbV1EAZ2IiEgtxAAv8thJTr5JZMyb6OnmoTJfSFVV4F3r2cTERKR52ZjbOePbuT86unro6BmQmqIuYyu/nkPR73HoWBpgPcEPXVsjKstKOfDVclJuhhLUbxA9xk9G+7bxTXxILic2RaGtq8Vz7wTh6mtV57rkFRUsGTGCxcHBGOjo8PPSpUycOVNjFnwp6xJzz88lqzyLVlodGBHwCQY697bW79js1iDmIATPAGkatBoHfeaDUd3reRDSCjnfnopnw/lktLTgnWc9mdK9GSb64p+wiIiIZsT/DiKPlaqqTOLip6KnKwXLlWjpP4O5ofr8eO+BYKR52ZjZueDfdSBat7PmUmkRthZmSA8nU3oyDf2m5liP9UXLSJf8tBT2rFhISX4efab8jxa91OI0pVLFxT8SuHEsDfsmZvSbHICpVd1+7VWxsewYP4G5ly/xbLNmjPt0Dgp9I/YeOlqjbW25vJxV11bxW+xvuJu5s3HARlJD8qgurcTgvjaqpdIibC3N1F9I0+HghxC9H2x9YdIhcK9nt7g/IVOo2HIphdUn4pBWynmxtQsf9PXGwfzRvOhFRESefsQAL/LYqKhIJjRsPCBFZfE5Wvrq5i6CSkVu/E1yszLx9fWlWKlPaUnxXcva4qQ4+lW6UJqQhnE7ByyGNkOio0Xc1Ysc/OZz9AwMGDF3Cc7e6jPs8uJqDv94i6x4KYE9Xeg83BNtHc1b1kqFgrOLF+Ow83c6mpqy7bPPKPFqial787uvf2d3IU0rjbkX5pJdns0Evwm83eptDHQMsA1Mr2WzW5Aax8DOLeDC12qbWUEFvT+DDm+BzoPtbzUhCAKHbmWz9FA0KQUVdPG04ZOBvvg5mT3Uz0JEROS/hxjgRR6aO+r3vKISbC3NamS+ZWUxhIZNQBAUVCneR1bphrkBKBVyYi4dpTAzBQdnV0aMGEFGRsY9y1ojM9rnOEB+BeaDmmLSxQkEgQu/beXizl9waObFkOmfYmqldpHLiC3i8I8RyKsU9HnVj+bt6u6NHn35ChOHDiUsN4eTL4+h3VdfEnUlBD0zlxpta6tUFcw+P49rVZfwMPNg04BNBNkF3Z3nzza7tpZmPN9cG7sDYyHnFjTvDwOWg6X7Q72v11OLWHQgipCUIprbm7BhUju6N7cVBXQiIiINQgzwIg/FHfW7tZsXbq41M18zs0JCwyahpaVH69a/UFxkSPDZEJRyGWnhlygtyMbczoXBA/ohkUhwcXHBxcUFWUYZ+RsjEKqUWI33w9DXGlllBQe//Zz4q5fw796L3q+9hY6eHoIgEHo0lUu7EzG3NWToe0FYO2nq5QYqlYrP//c/5nz/PdrAqqmv0/7bb9DS0qrVtjZaeo0daauQyvOZ6D+Rt4LewkCn9nb4nTVTUQjH58G+DWDmDCO3gM/ghxLRpRZUsOxwNAduZmFrqs/SYYG82EYU0ImIiDwcYoAXeShCwiOxdvOqkfkChN7ag6nhOnR1LWjdajOGhm6YGEP31uX8sXsPVVWVeHg2p3ePbjUU55W38incEYOWsS42b7REz9GYouxM9qxYSGFmOj0nTKbVgCFIJBKqKxUc3xBJ0o18mrW25dnxvugZaP5Vri6W0jsoiHMpyXS3t+enXbto1qnT3efvtK3VM9Vnb9paLuUfxEbXiSmW/+PttpPrfgMEAW7ugMOfQmURdHwbenwE+nXX2ddFcYWMb07Es/FiMjpaWrzby4sp3ZpiLAroREREHoG/7T+IRCKxB3YKgtBVIpHoAn8AVsCPgiD8XN/H/q71ijyYP2e+AKYGcUiqvkZf35VWQZswMFDXqufn5xMcHIxKqWD8uHE0bdr07jWCIFB6Kp2Sw8nouZliPc4PbVM9ksNC2L96ORKJFsM/mY97YJB6rvQyDq0Np7Sgii4vedHiWZc6t64rroeS+eGHBJaX0anns3hNnMwtaRn66ffq1dsE+vHd6e2cYj+liiI6WwyhRXkrhrTu8IBvPhYOvA/JZ8G5LYz7AxxbNPg9rFYo2Xwxha9PxFNSJeelNi6830cU0ImIiDQOf0uAl0gklsBGwPj2Q/8DrgmC8JlEItklkUh+AybX5zFBEEr/jjWLPJg7me+dzJ2q02hJZ6MSHGjT+hf09G6fkWdksHXrVgAmTpyIk9M9m1hBoaJoVxwV13MxbGmL1YvNQUfC1X27OLt1A9aubgydPgsLe/W5esylLE5tjUHPSIeh77fCydNC49qS4+OZOHgwr1ZV0c6jCd2mz6LErw1ZhSWERWRy5HwIE4f2xqelDz+k/sBexS5ste0ZoD2JQD0/2rTx02xYI6+Es6vg3Jdq97nBX0DriaDVsC10QRAIDs9m2aFoUgsr6OqlFtD5OooCOhERkcbj78rglcBIYM/tr3sAH93+/ALQtgGPnbx/YolEMgWYAuDm5vYYli6iiTaBfneV5GZ6l5GULqZa5kqA77d3g3tCQgLbt2/H2NiYcePGYW1tffd6ZZmMgs1RyFJKyPCQE666hfWhRBQRV0kNvUrz9p3p9+Z76BkYopSrOPtbHBFnMnDysqDva/4Ym+vXWpMgCKxZsoQP585FUKoY+dxzxE18hRIdK+IyCjG1dcLdvgn5WRl8fngDWQkRFMmKeDXgVd4IegN97dpz3iX+GBz4QN3WtcVI6LsQTOwa/L6FpBSy6EAU11OL8bY3ZeMrz9C9uW2D5xERERH5K/6WAC8IQglw/1aqMZBx+/MSwL4Bj/157nXAOoC2bdsKjb96EU3cUZLfiPgOLd3tKFTeBPp9iZtbcwDCw8P5448/sLW1ZezYsZia3jublueUk78xEqW0muvuZcgD3XHAjqRfvkaWl0HggCH0mTAZiURCSUElh9fdIjellNb93Gg/pClaGkRnKSkpTBwyhFM3b9LRzIx1q1cTMGECP27bSY68BFNbJ4xMTJGpyokx2kOC6xnsFPZsHbiVAJuAu/P8uTKgXVMbnG6uhog/wNoTxu+Fpt0b/H6lFJSz7FA0weHZ2Jnqs2x4IC+2cUX7AQ57IiIiIo/Ck1LxlAGGgBQwuf11fR8T+YegVAZjoLsdY+OO5BSO5si5m9haJqMvUXHp0iXc3d0ZPXo0Bgb3zpSrYgop2BaNRE+LqBaVyF3c0S4pIOHXNagUcuwGT6TSxgyJREJKRAFHf45AUAoMeD2QpkGaM11FYSE/vzyGy+HhLOrYkem7dqHnoN7Wt7U0IywiE3f7JqRXX+eC9HuqVMX4KDrTS6dHreB+tzLAxQy7Wz9hs+M7BIkSSc9PofO7oPOALF8DxRUyvj4Rz6bbArr3ensxuasooBMREXn8PKn/MiFAF2An0BK41IDHRJ4wgiCQmPQFycnfYmr6LGHxA7B2a4KriwXx18+SlxSFu7s7Y8eORVdX9+41ZRcyke5PRNfBGOsJ/gQH78M4Pp/MQ9vRt7Sh2aj/oWdlT8qN81zZn8TVA0lYO5nQf0oAFva1O66lp6cTvnMnzXb+zgiplOErVhA4bRqS+87E2wT6ceDiRY5nnyFDchUziTOB0kE849oWBwNFjfnuVAa4CJn4npiMWdEtcqyeIdx1LL27T2jQe3RHQLf6eBxl1QpGtHXl/T7NsTMTBXQiIiJ/D08qwG8EgiUSSVfAD7iMeiu+Po+JPEEEQSAubiFp6RtwchxBbHJ3rN3cMDO3JP76GfKSorB0boKlvcO94K5UUbw3gfLL2Rj4WWM10htBW4UQdY3M2FuYegbiPnwK2gZGFGXnIYmx4GpuEt4dHOj+sje6etq11vDzunVMe/ddTJRKTvbrT7OffsLAu3mt9SYICUR5H6NYLsWtuBVtDPrh7OqIpKqUNu3a1BhbnJ9Nz/zduCZsQ2ZgQ3iHL8hy7k9q+IUGvT8HwrNYdiiatMJKuje35eOBPvg4iAI6ERGRv5e/NcALgtDj9scUiUTSB3V2PkcQBCVQ38dE/mbunUsX42K7D13tC7i6TsLL81POh/6Oi5MpURePUJiRhKtva1z82pJ2OyiqKhUUbI2iOr4Yk+4umPfzoKKkmL2rFlMSG4WeV0us+o1GomdAflw2BSfy0FJo02NMc/y6ONUqgcvIyODV0aM5fPYsbQ0N+eZ/7+C1cAFa+jW3zqXVUpZdWca+xH14Wngy32s+JSly9dm6gYI27drcU8oLAkTsYmTqbPTlUtI9xxAfMA2lnimlRQX3POb/gmvJhSw8EEVYWjE+DqZseuUZuokCOhERkSfEEzsIFAQhE/j1YR4TebzcLzTTUsrJlVbiFdQWd7OdaFVfoLCsD80NJiCRSLAyNSL81F7Ki/Jo2qoLelaOnD57lpK0aA7tMicg1hRKFVi+2BzjtvZkJ8SxZ+VCqsrKGPTuTEzcmnLtZiRJl5NQJBphaKrH4DeDsHOvHVRTk5MJ9PNDVlXFrGbNmLlxI6adO9cadyrtFPMvzqewqpCpLaYytcVUdLV11XtAf6YgAYKnQ8IJtKz9+MPkPYQm/TDVMaa0qEDtMd+1jYYL75GcrxbQHbyVjb2ZPstfbMHw1i6igE5EROSJIip9RGrwZwvaU2fOIC2poIVsIVqEIJi+hZZ+f67fisLCwoL0pHjKi4pwDeiAjoU9Zy+HoqouY1DrAXiHypCpqtEb4oRxW3siz5zgyLqvMTK3YNT85dg3aYZcpsQkt4SM+Gzc/K3oM8kfAxPdGmuqrq5GKz8fYdZsJhgZ89JLI+j01ZdoW1jUGCetlrL0ylL2J+6nuWVzvun1DX7WmqI6oKiG81/BmZWgrQcDlqPX7jWeycyq4TE/sGsbzTXxQFG5jNUn4thyKQVdbS3e79Oc17o2wUhP/LMSERF58oj/iURq8GcLWkFbxbOtD6MnRCGYzwCjFzA1VJEYF8pPP/1EeXk5/fv3I6eohGOH/sDU1oW+bq3xCq1GZqpHVBtzFPkJxG86RciBPbj6BTJ42kcYmZlTnFPBoXW3KMgso93gJrQb6IHkvqxXEAS2bt3KzHff5SdHR5rqGzD/hx8wf35ora37k6knmX9pPsVVxbze8nWmBE5RZ+2aSDyNfM876EqTSTRpR5zXa/g7d8FFS/uex/wDqJIr2XQxma9PxFNerWBkOzem9fHCzlQU0ImIiPxzEAO8SA3ut6AtyE+mpf23mOnmcDykEy07dsXGCHLTEslPT0JXV5cJEybcDYh5hSW0VXhjE1FMuaMRGd0d0ZJXkLLxdxLysmjV/zm6j3sVbR0dEsPyOL4hEom2hMFvt8Td37rGOrKzs5n66qvsDQ4myMAQwyZNafLdGvT+FHyLq4pZenUpBxIP4G3pzZpea/C19tX8zZXlwpFZcHMHlbp2XG71BRXNBlB2X6OcBwV3QRDYdzOL5YeiSS+qpKe3LR8P9KW5fcP950VEREQeN2KAF6nBHQtahbIIvbKPMDHN5VD4EJJzHZGHx+FunkBhQhjGRkZMnDgRGxu1a52qWkmHTBssCoop8jYnp50dlXkZJG77CkVZMf1ef5eAnn1QKVVc2BVP6JFU7NxN6TclADNrwxpr2L59O29NnUpZaRkz7B34YM5s7KZMQaJT89f1eOpxFlxcgLRaypst3+S1wNc0Z+0qFYSsV3d9k1UQ4zycSO+3MbVxRot7jXJCwiPrDPBXkgpZFBzFjbRifB3N2PJqC7p42Tz6Gy4iIiLymBADvEgN2gT6cfj8cWzN1mCgX0JkyXRKpTI8bHRR5sWTn1uGlaUlkyZNwsxMLYRTFFdRsDESi0JtIpzLKWtuTfHFoxSd2IkCCVYd+2Dh5Uu5tJqjP0WQEVuMf1cnuo5ojrZuTVc6lUzGqTVrcJHJWNGpE12/W4NhYGCNMUVVRSy5soSDSQfxsfJhbZ+1eFt5a/6GssNh/zRIvwoeXWHQ55w9ehM3K8caw0zNLUlNiax1eWJeGcsORXM4Igd7M31WvNiCYaKATkRE5F+AGOBFamBlpcTLcR0VlVIux45E0LKkZ1dPFGWFJFw/i56BEZMnT8bISG08U51aQsGmSAS5CpuJ/vgZlrFn7bdUx0egMLXBedhkjMwt2b8/DJ14U5TVAr0m+uLTQR1g7yj2gw8ewsvYkOduhvFGdg5jR44mtkdvjqRn0cbS8m5mfSzlGAsuLaBEVsJbQW/xauCr6GppyNqrS+HUUrj0HRhawgtr1R7yEgm2lsk1G+UApdKiGuVwheUyVh9XC+j0dbT4oE9zXuvaFMM/1eSLiIiI/FMRA7zIXcrK4wgNHQ8SOXLhA/xadMbMworUiGukRV7D1MaRph5ud4N7xY08Cn+LRdtMD9vJgahMJYR8qw7uJn5tafLCa0i0dSgKK0B5wwiJkYLhH7bHxsUEUAf37fuP8/uObVw6dYQB5ub0btKM0OeGYzZsLC7mlpTePh/v3F7KxrSNHEw+iK+VL+v6rNOctQsCRO+Hgx9CSQa0mQi95oKR1d0h9zfKMb39GnfK4arkSjZeSOabk6KATkRE5N+NGOD/o/y5qYq/lw6ZWTORSHRo3WobxcVGHDhzjYyoUgrTE7Bw9MDQ1IJ2QYHqHu7HUyk5loqehxnWY30pKc1j96yFFGVlYBDYHo+hr4ISso6kUxpfgnFTE+QOaXeDO8DqNd+z9ttvqSwrYZqNLaN7D2Bvm25UaEnofTu7llVXc77gEt+fXIBKR8G4puOY1nma5qy9KAUOzoTYQ2AfAC9tANdnag270yjn/nK4/l1aE5IvYfmW02QUV/Ksjx0fD/DB6ykS0P35Z94msI62uCIiIk8FYoD/D/LnWveKovMkJs9FX8+Ctm22YmTkgYGBAgO5lKz0JEwsbfBwdaRtC3+c7R0p3B5D5Y08jFrbYTnMi+RboRxYvRyJljYvfrqQ0LRsilPzKTlXgqxYhm1ne7SagG7pvWC5b98+VixZhJ+REYubeWH3+vtI+w2h9PQ5lOXFACRnRLM96WtyTGMwUzoyxvV9dNKrycnMqRmYlHK4+A2cWgYSLei7CNq/Dtp1/3rfXw53ObGA/+2J4ka6FD9HM5a/2ILOnk+XgO7PP/PSelYOiIiI/HsRA/x/kBq17tVXMFHMRaVtjbT8TYyMPKiqqmLHjh0kJSXRt29fOnXqBICyVEbeunBkaaWY9ffApJszV/ft4twvm7Bxc2fo9FmY29mTma5DyIEstPS0cR7qhtJUdncLPCsrC3szM4IuXmShgwN9AoKomDGPchd3AHRRoq2tRVjhGbZnrESmX02A3nD85O1o7tAKqX5BTbV7ygXY/z7kRYHPYBiwDMzrF7AS88pYcjCao5E5OJgZsOqllrzQyhmtp1BA92d/g/pUDoiIiPy7EQP8f5C7te5VZ6B4Nui4g8Xn5N6KoqysjK1bt5KTk8MLL7xAy5YtAZBlllGwMRJVhRzrsb7oeJlw8JtVRJ8/jXfHrvR7/V20dPQ4syOW8JPZWLkaoe9bSn5hGLaCGR0DmjJjxgyOHDzIgZZBmOfm8syAgXxv7ohDfBIB+obo62ijLyngitkxUhPiMFPY0dX0Q3SKdPDy9wDuU7uXF8CxORC6BcxdYdQv4DOwXt9/QVk1q4/HsfVyKvo6Wszo580rnZs81QK6+/0N7lBX5YCIiMjTgRjg/4PYWppRVfgHRoovQdeHfPl0wo5dpjIvjbyUeBQKOaNHj8bLywuAysgCCrdHo2Wgg+3rLUkqSODoe19SXZiHdetOtBz+MtWVcGjddXKSSmjZ25WOLzRDW1tdArd792769OlDYX4+r1tZYaxScWPCZHS79qNXZSXhN29w6I/tOLbW4pz5CSoUFfQxGkh1iAGGrnJaBHpjY63eMi8tLqSNIgS+mQHVJdD5Peg+E/SMNX6v9587m5uZkqC0Zev1PCrkSkY/48q7vZpja9qwHu//Ru74GzyockBEROTpQgzw/2IeVjRlYxZCZdWP5EtdCInvRXb+BSytbbE11UehVGHp3AxDQ0N1D/ezGUgPJqHrbILNeD9uhJ7n1I9rAHAf9Q4SOxcO7LuBdrwpghL6TQ7As40dADKZjFdeeYWtW7fiZ2HB9y6utBvxEtc7dEbXXr1dbG4JRrbG/BJ3geDyywSYBbCg8wI8LT1J76A+N9bVkqBSqSDjOp3C5uFYGQOuHWDwF2Bfh9c8986dLV09yVI4821IGkWVWXT2MGPesCA87Z4eAd1f8aDKARERkacTMcD/S2moaOrOzUBR0Q5cHU6RkefKvoudSUuLwMnaFE8TORJdPXD0IbqwhLXrf2Gqe2+ILMMw0AaLF70IP3WYk+vXomthQ7Mx76JnZU/htXyU4UZITBSMmNkBS4d7mbSuri7VKSm87eDIVGdnXOd9hvmgQfzy7Q9UlupSUhmF1CiOMMleZEIVnbV68c3AlehoqX8t76jdw8JCsQvZRouiwwh6JjDkawgaC1patb7P+wkJj6TIyIWtF3NJKajAzcqIUUFm+OgV/KeCO2iuHHhQIx0REZF/P2KA/5fSENGU+mbgGs5OV3HVP8XNRGd+Dx2Iu3tTmptk0ESnCLlSRbl1M5QKfRSVAt0KmkB5GdmuVaSbJZE6ex3ylDgES3u8XvsELS1DMvanUZ5UiomXGTK7ZCwdjCkqKmLGjBm8N3kyFlu2MC83D+O+fXFaugRdR0fS09NJSs9Bt7kNcRbBpFZfwVzpwjDLafjqm98N7ndwqYjAJf4TKE6FoDHQZz4Y/7XCPT63jG9Dq4gtycbKSI9XOzehfVMrEARSbyY10k/h30V9GumIiIg8PYgB/l9KQ0RTIeERODudwUC5hys3bTld8j+svKzRKU3AQ6eISi1DLofH09apLdXpeUxVuGOhr83aqliO7TvEMDcTtKR5mLd7ltCiKv7f3n3HV13e/R9/XWdmJyd7kYQMCHskAWQJKBvFQd2ita39WWtre9/eqG1t3ba1ta217lZrFRUXKihD2TNhQyCEhIyTvXfOvH5/nLgQFSwYCJ/n45FHcq6ccZ2LkHeu77WCDpRiOGDG1e6iI7GD/PYDhHV18eKLL3L33XdTU1ND2rr1XOrnR8yiRYTfeAOqp7edt/cAfqOsrOl4CI/DzejA64huG0l53k6u+3/Xf1bplgr4cBEcfA8iB8KNyyBl4je2S327g7+uLuSV7WWYlJE5mTbmje6PxeR7/ZbmRhl3FkKcEyTgz1InOmlKaw/a8y/8PLlUNo3nvU3BRIwJIt5VQayngg5LGLn1Blo6OwitauUqV3+cXjdPR3Rh74S5Ng+6pQHb9CtJGj8D99pDuLY4MVjBHl+LNyES1RDO2g9f4aGPljMgKoq/JvZjdOZA4v/4R/wyMz+tS31XPS/UP0eRPkSCqg6iCwAAM2FJREFUXxpD22ZCnZWg4GaiYsJ9vUuPG7Y/DWseAq/HtwvdeT8Fk+Vr26Pb5eH5jUd5cm0RXS4P145N4nuDAtmyYy9dbWGYZNxZCHGOkYA/S53IpCmv10X+wTsIDsil23gFe46mk9C/mdDGvcRau2g0htMRORRd/DHXxA/nyq54qnQ3/472EuyqZHjBUpzmAHaHDSXT5Yflowo8BzzoQAfVIYdp8wsnzuSm6MAmtq5ZwQ+SU7jNYiHmxhuI/uUvMfj5tnfVWrPs6DIe2f4IHbqDGRHXMbP/9RiUb1laS1MDplY72PPgvduhZh9kzIA5fwRbyte2g9ereWd3BY+uKKCypZvpg2NYNCuT9Gjfjnm2ALOMOwshzklKa93bdThlsrOzdV5eXm9X4ztz7Cz6+EgblfVNPbf9iQ1/jfaOTURG/phtBwZSXFmPwdmGxdFMaYeRZr9oLF4vlzuCGW9K5pC7hofqdjPUv4vkpgIqtT8bVDxWp2ZGxGTCTeGoVIgf6qassgr/qBT6pw3A9OZ/qP/302RGx3JozjwW/ObOT+tY11nHfVvvY235WvqZkslqmUxjuZPhY8bTP2MQbS1NtB3dzQLTWoIOvQ7Bcb7NagZdBOrrN5zZXFTPg8sOcqCylWEJofxq7iDGpUZ87WOEEKIvUUrt0FpnH+970oM/i31+0tQXZtUnWPE23EF7xx6io29n2NDbCAk+ymuvL6Hb0UmHIYjwqFBsXU7mdyWSZgqnJKKNv+9awciuGhK6vRw0RrMjeBDRXRZm2gajtJfSuCaqaw+QU2Tjvvvuw2r1592x5xFwYC8hE6dx5OqbMOtWwNdrf7/4fR7Z/gjd7m4mGmczLXkhoWERlBwtYs+2DbSUH+YCWwUjK17G6GiCcT+BqXeB9etnuB+pbePh5Yf46FAtCWH+/OXKkVw8Ir5P7kAnhBDflgT8GeK/PQjk01n1oRZo+h8M+gAdpl9QXD6A1P4drFq1Ckd3F5MmTaLd6aG9pp0xZRH4KQP7EjrY3FnGBL8u8MKqOg9lEZHkOMIZE9CfRjrZE1KJsamKyoM7eOlP75EWF8fv/P2wHjlM40/uoHr0WBrKjzBnUha1nbXcv+V+1trXMjJqJFM8swgLH/XpfIHUtAySrW2M3v8AUUX7ISEL5r0NcSO+9j3WtTn4y+rDvJpbToDZyKJZmXx/Qgp+5r67A50QQnxbEvBngFNxEEhdUytJCUDjbeAuppVfsu9gOOWH1pC/Zydul4srr7ySzMxMHCUtNOTlozUUDOugztlM6KYPwS+AjskLaVy5hkvCxpJgsFGg66mIdxEfGc2Lv76LjtZmrhowkEVa4z9kCEWXLaDSaCGqrYLZE0ez07GTR5Y+gtPj5I7sO7h20LX869W3Ce7vm/Fv8DhIOfgUKYeewYUJ5v7Zd6Sr4atDusvp4fmNxTy5tgiH28t1Y5P42QUZRAT1/R3ohBDi25KAPwOcioNAom1eaPgJ6FpauJMVmx10uZtICvGj2+HELyyGoKAgOnbW0PRmISabH+ELB/H24w/iOLwXbYule+K12A+Uc3nUbPyUlU3eIqrDjaQmDqSyeB/JEVH8PDqa8wwKv4XXk3rHHQw0+X6EajpquG/rfay3r2d09Gjum3AfySG+A2Q+mfHf33GQzJ2/I6C9jLLYGeTHLWBWzpVf+Z68Xs1bu3wT6Kpbu5kxOIZFszNJiwr6yscIIYTwkYA/A/y3B4F0dZUR5PcYTlcTm4qvZt/+EggIZXBAO0aTGUPqOOyVlRS/uofU+hCsaaEEXZbMsucexXF4L0GDcwiePJ/9K48wrDGeLpObt9u2UdNRQ9nbb2NY8BMu2LOG+02K1tAI9i68mbbwUKzV1SQkJLC0aCl/2P4HXF4Xi3IWcc2gazCoz3aZy0mLouu920lr20ZHUDLrR/+NQx1hzMn66uVqm474JtDlV7UyIjGUv141krEygU4IIU6YBPwZ4ETWtH/VGH1HxxHy8q7F7emkuvsODCqIjoZVjIlQYPQjcPh0zOZAppVb6d/sJXBMLN4cPxY/sIiWmipGX3YVBc4gurZ1ktAUTqWhmXXOAioPruLozvUEB4cxf9ULXGgycnTkONp/cCtRCf2wNDXw8e7NbDm0ho0VGxkdPZr7J9xPUkjSZ2/M64G8fxL/0X1odzcHE65gq/80ws0RzJl0/DkGhTVt3PPWLraUthFq9rJwkJkfTksmqZ+EuxBCnAwJ+DPAN61p/6ox+mk5h6msWoTT7abD+gcS40djNh7COyARhzGAxoAUYpU/k3Y2YWv38hGFTEqxsuw3j2I0mVjw6wcICk+l/IldtNV1YTceocRYyd7Xn6S9qZ45Yybz2/ZGAIpvvh3r9HmE45shn+/axjsNT2A0GbhzzJ1cnXn1F3rtVO6C93/h+5w6BTX3zwyKSGPQV7RBXZuDx1Yf5tXtZZiVZt6gcGaPTKa7vYUPN+5kziQl69eFEOIkSMCfAb7pIJDjjdEbvQcpKf0Z/n42KuqvxRKbSN6yNzF31NLQ6SKvspaRscFMb2nC5PLwRPsu3B27qP/9W4Ql9ON7d91LbRl88HAeRrOBi38+ip0lHtb/aSkBVgv3j53IjKZaShNSeDHMRoTLSNyOXUQl+rOq5UUOteSSYk7liXmPf7HX3t0CHz8Iuc9CQCRc/jwMvfwr17R3OT08t6GYp9b5JtBNjDdwwZBEEmJ9J9JZv8V8BCGEEBLwZ4yvOwjk2DH65uoPCfE+TEu7hc07prAvfxdhUVUkBCo6/aJoDEthZGMh/2scSKejgydac4nqLiSqs57AASNwpY9m8/sVFG1rIqZ/CCHDWuhQtWQNG8yPsrIZ1FhLUEcLRy65miUuzYjMTKpbuzngzuNg6TugNJON81g06ZbPwl1ryH8Hz7I7MHTWkx86lZL0hYyw5ZB4nHD3eDVv7bTz6MoCalodzBoSy6LZmXy08gPior94mMzJzEcQQgjhIwF/BsvNzeWdFWvYtms/EbuLmTJhPNHB+YR4H6XdGc3bO2aT0D+H6Mh1RAUqyp2BeGKHMqPZy4VRWRS7m/ln1TIGWdowdbYSd+ECbMMvoHxZCUW1TcQNt/LCyod4/653GD9+Ai+MHcvYZcvoTkhg98WXkd/WzoQh2YSnRLL58MMc7d5PaHcc2Y1j+d/rf/zZHySNxbD8DjiymiZrMnvHPIc7aQLdX7Hcb2NhPQ8uP8jBqlZG9AvjngsTcTeU8dHKDzhaXIw3OJbUtIxP73+8PfaFEEJ8PQn4M1Rubi6Pv/YBcUPGk9Mviz078jiY/0/Sx6ynuTuRJ94eidPbjc2zjaggM/nl9bSFhLGwoIZJ1jgOh3pZ6yllkL0Ki8dC8rU/x+SXSulrR/E6PRToDdx3/zPUVldyyez53NHaiHPZcqxXXsHAX/2KURYLz768hKqwozy7/y40Xi5Puo1xkXOx79viC2y3Azb/DdY/CgYz+5JvpDD9B4RExGDgy8v9CqrbePiDg6wtqCPR5s/jV49iZLiHDzbu/HR+gcc/nI3rPgYgpX+aHBAjhBDfkgT8Gchut/PHf/yT9oA4jFXlJCSlMneKg4Gh6zhS4s8H+dNwGAxMSPYj0NtObr2BI/vt/GPyHAYag9mbEsDuxi2E7FuB1+pP7BW34m6KpOqDEixhFoqCdvP4A/cSHRPHEzfczJTtG/GER1J6x+9wxoeRZrFQ2V7JMvUqRWWHSQ8eyZUpvyTSL56WpgZfb/roBlj2S6g/DIMvgVkPs+39zfg7XOzfsJ7WtjZCgoNJS0ulrraVu97ay2u55QRZTfxqziCuPy8ZP7ORpR+s/ML8grSBQwAo3bMZQ1u1HBAjhBDfkgT8GeaTGfMt1hj6j5mJs6sda+dLZMavocWTxfOL2+g3KoAJsd34ezrY3hWFyRDIS+OziFD+/K27kODDhwioyEdHxHPeguvZ93Enur4GS5IZb6amdVszo4aM4OGISJK2rqdz0gU0/+h2jAGB1O7ZyJLDS/hT3p/weD1MMV7E5OhrCLVE0NLUQEfxDi43rIQX34WwZLhmCQyYAYByO9i4LZfYjJFEJ4XS2tzMv9YXUOoKAYOdG8f357Zp6dgCPzv69Xh7APTPGISxq5EfXrPgO217IYToSyTgzyB2u50nX3iFFr9ovFpTX1vF+QO2MTh4DaUNmRxuvwlb8Iukm5uxGCxsdsST5AnjTr9IHF43vyl8i1SLnQBc+GUM4/xLbmL30npcNZpVJU+z7a21XHrdzcwJ8OdW5UU31rN21lXYLl9AZFAw5bWHWKYWU7SlkLGxY7l3wr3oZv3p7P5sdx7DKxdjcHXBpP+FSf+DvbaRHR+spK6plT37D9Id1A9tMHKwupWtxc10uUIZFOLiyZunkxIZ+KX3fKLn2gshhDg5EvBniE967s1ef5IG59DSpUk0Psng4CPk1+WwdHV/+tu2MXZYBh6t2FTlJsvVzW3RMRz1dPKP6o/IDqzCjAG/kVOZNvEa1r5YgL3lMK9t/jOFRQXMuGA6V9lLiNubR3t6Ju+NuQBHv0zqio+yu201K+v+jclo5DfjfsP3BnwPpRQEQaKpGd7/I9i3Q/JEmPdniBr4pfX5u45U0WoI4e091bS4DET7w8KsGKI6S44b7nBi59oLIYQ4eRLwZ4hP1rrHtDqps5cwNmMFg6KPsPnQAJZu6kd4Vynx8QNwuDxsONzI9+MnMys8kW10saRmBdnOQoxBIdSn5OBfFs2K5/fxceHLvLfhP8THx/POn/9M8iuLsVRX0XLdzbTPv5JBdTWs3/Uxq/WbOGmjH8ncP/ZesjJ6wtXRDusegS3/AP8wuORJGHH1p2vaP78+397UyW6dTEW7kWAz/HhyKtnJNlqbGzG1fnVv/Jv2ABBCCPHtSMCfIT4Zi87ISKGx7E4yo0v4YFMcL73jZlhyJeOGZaCNZuy1Ln6VPIfh5jAWV+0gv3kdOX4uGgx+dCZOJLEhFX+nBf+h/hzYkMsVCxZwX+Yg3E8/gyM6hqO/uAfryBy82suOzrVsjngZg1YsSPoZQ8zj2ZF3hBj/GBLb98Dy/4NWO4y+AS78HQSEf6nOIRGBvLC5hE1F9ViNJoYGttPPr5OspNG0NjeeUG/86/YAEEII8e1IwJ8hmmtrWPXcE0wbvZ7MpApe/TCKVRUzGHO+P1khHVQ1ddDV0sHPIqYSbQriRVMD7XoXQ/1c7HdaqeoIY3pNMmt2v8qouTNxWK3c+L0fMHPdu7j37MV2zTW4rrma7bkHMNQeZFnjcxxp20OYox/X9v8F6THDAQjsrsb4xg3QnAfRQ2DB85A07kv17XC4yWsJ5OOlB/BouDAzhrnD46gpKaDsQB5lezdJb1wIIXqRBPwZIDc3l/V79jB76h7SE+t57vUgPq4+n6mDQsm0NlHpDaWpK457I1Iwmi08VruO0OathBkV71d2kRg3keFBofxxya3UNJXCsGhu7Iwk872X6DIa8X/wAWIvvxyv9uKpW8XThfeBhgFVWVya9VNiE/qhvC6SDr9I6oHH8Xo9MP1+GHcLGM1fqKvHq3ljRzl/WnmY2jYvmaFeLs1Kon98NG0tTajuNm658RoJdSGE6GUS8GeAxW+9zmWz9pAQ2cCSbefzwbZKZk72I9PaRJUpnvCuRO62BVHWXss7TduIa8uny2BiSUc04/qNo6hwHS/vegVzQDDZk+fzy4pC4ja+R0XmSDbmjGdUQDDGtnLu2XQPeTV5TIifwM39b+bNV1ezZcsWsmyruKz7dcI6iqmMmsz+hKuYMeHaL9Vz3eE6Hlp2kIKaNkYnhfHkdVnEGDt84+d7C6XHLoQQZxClte7tOpwy2dnZOi8vr7ercVKczgZee/N8YqIcfFh6E2XdEwgqWEZKuD87a9xcGHoelxFCrqOJN/c9yagIIxUeP/LCpjHT0J8121/koz2vEZo4gCuyJvOjolwsXi97517Lrtg4Rg8bxLbqJWwzrMWojPxfzv+R7ZfNBxt3YvUzM7DgKcZ1r6NJ2diW/GPKrIO/FNIHq1p5aPlBNhTWkxQewJ2zM5k9NNY3y14IIUSvUUrt0FpnH+970oPvRQ5HDTt3LSQqvJsXt15CeUc8oy1bCLX5s/loOwv9RjGFED70NLK76HlGRRjJrW2nI/UypjuCMAQo2sfPo39CBD+v3MWMQxspCYnglf6DyUhLJb1/MC/VPEilt4hknc4V4VeT45/Djr0HGGU6zIhDT2BytrIl7CKWuCbhb2/hlhs/C/ea1m7+tLKAJTvshPiZ+c28wVw3LgmrydjLLSeEEOKbSMD3kq6ucnbtWki3o45/LUnjkCuQqfFHCdaa3JJuFoWMJy0gnH8UrUC5dpDkZ+DjFn/MDGT30ofJMxoInnUzQ0yahyt3ENXVwvZRk1ibMZz4MH9cGXU8W/4I2qO5MGQhswZeS2lJMf986jEud7/HEL8a6kKGUnT+i3SEZTLL66Vs7yYSExPpcLh5en0xz64vxuPV/HBif346NYPQAPM3vzEhhBBnBAn408Rut7NjXz51Ta1E2ULIGjb4055xR0cRu3YvxOXqIHfPTBpbGrgw1YXVZOZgTRAPRU/EquH3+14iKagGt9nEprCJdBXv5cOdf8VsDSDi/Ou5pnYfC45up8bsx2MDcxh7zUISKvLI83+DinI70V0JzI37KcMzcmiqtZN26GluMi2n22jiPwE38GZRGFGNeST2qyUmOoKosGAWby/jTysPU9/uYN7wOP5vZiZJEQG93JpCCCFOlgT8aXDsDm9tnzs2NTS0lV27b8Dr1ewvvoZdpQ5yMoPwaE1thT+/jxpDg3bzTPn7pAXX0KAt5HYkULD2eez1hUT3G0Z8XD/uqdxOprOdD/1tLA4JJzMxkr2Nb7A1cCMWo4UHxjxA7TYnyWlZRFStJWvLr7G5a9kXOYcny9Ip7YzEPzEOh6eNdnMY2zfvpcWWSXnrPrKTbTyzMIvRSbZvfrNCCCHOSBLwp9jn95OPc5eRlqKJjIgEYNf+9wkJeBqjMZAS+5UU1VoZEFqFw60IbknitugB7HW2sK5pFWneIg65/HCYxzE3fghHLGsZNv8XzPeHy3avwAU8HBBJ8PwFXD82nQ9bXmBX9yHG2Mbw0NSHiAmMYcWBxQxefwuJtWuoMcbx6qAnKFDptJWvY/CQ4TS3dVKUX8gRHUuFMYNIl4enrhvNzCEygU4IIc52EvCn0LH7yTu6uthxoIisIRAeeBTV9VfM5jhGjXyJt5c/R6gZXMrCoOZ4LgxK5SNPC4VVrxDlbSPXkMTuXTu5+YJB5HeWEJY5ikVNhxl5qIj88HgetwYx+/s/oC2xnH/Z78FksHBp9K2M1v2J8YuArU8yff99eN0u9qf/mKXuibR2BuBqLiQwLJyAsEh21dRQHDKCQJeRK7LiSHMUMmtoXG83oxBCiFNAAv4U+vx+8t3tbQSG2oB4GqqXExnxPF6iyBr9Krt3HyXI5MVBAHO9OSQHmXi5cjOu7s1YtJfXKmHX1mfxswTyTuESclJjeaZuP1ZnN383BPB+RzfhUWbedz9Jc7mdjIAsBnfNoeuogSP2d3AW/RZLw0EM6RdSM/p/KSptw1pcSru9hoFZ5/Hx0W5WbS1Da82k5CAWjMvA3dnytXvGCyGEOLtIwJ9Cn+0nn07unv1ABnEhu+lveobm1nBKKi6jqPhdairtKI+RK50jCTWa+NBSgsGxkbLGVt7aUUhDcxVDUs4jNfs8bla1pG1dSmVAMPfY0qmxxZB9cSSF6gNatYmU+plEeUcQnBzNxU3Pkm1ZRldLGG0X/JmIiTcRpxTzB4Pb4+WpVft4epOdNhfE08T8EbEkRgWzZc0KqsqKOT9rCHa7XTaqEUKIPkAC/hT65GzzqNh4coCWmsWkmt+kojqM6s5b6Opopr3Tjtntx5WuMTgNmrcbl0HzAVoDY/ho01G6uzu4eubt+Buq+GH5VsKaG2m7+Aq2JA8koK4IU/wGDhu3Essw2JNBeb2HLNtyftyxgRDaKYy/lEMDfwLtTcxXCq01awvqeGj5QQpr28lJsXH3nEFEGTpY8fE6Vn2wgfi0wcy89EqsJuOnkwEl5IUQ4uwmAX8Kff5s88ig9UTzJjUNiRRUX0F7bRHh/kZMnSFcp7Iod9Szo30FtRWHaQpOZoD1Um44/wKag2q5KLyd6KUr6QoI4YPLfkTsrOns2vckhcmbUF4zwSVTaD4aSlhHEX+L28JkWz2F7lgeN15LevpVRETEUlZRyv6KFh7+4CCbjjSQEhHAU9dlMXNITM8EOhuRUVFcdNkoQm0RX3gfO/blS8ALIcRZTgL+FEpMTGT2RM2+g3/CYHoPt2ckuXkDcXnKiQzyI8KVzKWGdHZ5Gtlb8R82Hy5gZf4RRqVaGDrDn0OutdxYnE/EuqM0jR7L4qRBHFWNVO+7FUdQE57SQALrZhEWMYDZIS9xc/J2nNrIo01TyQ2dRUJsPIWFR7DXNrI838EDezcQaFLcPimen8wcgcVk+EJ9PxlS+LzgUBtlpfnfZbMJIYQ4DSTgTyGtNXX1T2E1vUdD8xA2bx8EbgfhgQGkOwcwxduPj9zlHDj4HK9u20N5QyPDksczJXsBnbVvcOuBjRiNRhp/djclAzIp3vc05bY8lMdI1JExlG9sJCutgLs9/yYpvIFlztH8vmwY3tB+pIT3o6a+hrw2jV35oQxhzBwcw6QkK51VxdRWR32pV/7JkMLne/BtLU1E2WSynRBCnO16JeCVUiaguOcD4DZgATAH2Ka1/mnP/e49tuxMpbWXHTv/h5aWd6lpO4+lGweSHODBajaS3ZHOEFMCb7VuZ++B13hx805MRj8WTr2T4ZMvYHjBayTu2cjR0AhWTJpDztiBPLv31zSGVxLaNYCo8mwiPW7uHrOfC/0PUdIVwI3lU9jrN4aQ+FiiQgKo74bCVhseo4UhkWaun5xJZJAVgBaz8biX3T8/pBAc6tuQp6GskDmTsr7z9hNCCHFq9VYPfjiwWGu9CEAplQ1MBMYAi5RSFwLNx5ZprVf3Un2/ltfr5uDBRbS0vEuTcy7vr4siI1Rh8BqZ6RhOsLbyhv0NTO6jeGJHMyI1hLk5N1FRt4UJS+8i2NHJobnXsjI2mf1tr7Nu/xKUNhJTM4eA9oFcHJDH95xvYsHJC81ZbIq6iu6RkYQ0NOEwB3GoO4gON4QbHUyNamLmzNkYDJ9djv+qy+6JiYnMmeQbcy8rzZfjXoUQog/prYAfB1yqlJoAlAJ7gDe11loptRq4CGg5TtkZF/BlZcUcLLgDk3E3+YWjqOgYSVpwGSZt4RLHSFq6Xfxm/a/Zby9h+tQfMdp2ISkTWrAWvcovavdRFxTO4qnz6B4Yz37Ty7RGVzDYOoyWD01kxpu5xfwXBrpK2aEHcHdJDgcPFTNrQQAN9bXU6Ai63AEEKBdZhgoWXZJDVUPzSV12T0xMlEAXQog+qLcCPhc4X2tdpZR6AvAHCnq+1wrEAG6g6JiyL1FK3QzcDJCUlHTaKny8w2O83m72HPgZAdYCvEE/p6rZgKWzDKvHzAJ3Dptqj/Dg+/dQXFdP/7hM0gLGUdaUz5TCxaR2NZE3+DwWp46mKzGfBvNbWI0BXBl8Pb+a/f/YUXI1o7repUUH8qj/7axVObRa9mAOrGXz0SbaQ1OxaBeTw5q5ZFgkY0bMJzEx8dPd9EAuuwshxLmstwJ+r9ba0fP1IcCCL+QBggAD0H6csi/RWj8DPAOQnZ2tT0dl7XY7/3lnJc1OaGhooKmxntfefZf5F+QRYatHh9xNdWV/LF3rCfIEcLFrNI9sfo6Xt7yBMhi4dPJPOH/gfJorVnNd8TLcVn/WXf0z3jN3UBf5Dt3WGqzVkYxsG89VY4yoJ8aS1V3Fu+2D+Jf3Itpa/DD7V0DCILyRw+kEbpmSxi1T0gjx++IRrnLZXQghBPRewL+klHoQ2A9cCqzFN97+KjACKAF2AFccU9YrVny8jvzKJjrwp7Kmk8iERC4dtRhbcD07j14G3ZrO+vXEeG3McA1jRdky3t/zPnFRcdww9SECA8OJKH6FGfZtHLBFseN7P6Yk7jDljndQHgvRFbMY1mzgl7FbSdqZhzMik+aL/8Tjf1hKVM4wXKZQDte04XJAv0DNgI79LJp10VfWVy67CyGE6K2Avw94BVDAu8ADwAal1F+BWT0fpcDDx5T1io25u+mIHE5bSxNJQzO4dMA/CLPU8/c3BhNqNpAWYSfZFU3NnlJWRhbT7jnCNXNuJT10Bp2eeibkPkigo4Un/YLRc7LZ7v8Unc5mYt2DGW5YwDS1lJlBK6HTxJ4BP6c07DwuGjWLgSOrWVXdjdNoINToJCvegr+zmayU5N5qCiGEEGeJXgl4rfV+fDPpP9Uzc34u8Fet9dGvKvuu2e128guOYCYeS/cRvjfgP/ib23h87XwirGZSbRai6wN46r1n2V62m3mjhzNm6M1k+A9CV21gXsFrFPkFc3dKDl1jWnH0+4hAUyBXBS7EsHE/P7T9hih3FTWJMzk88ld0+UWze+tmXn5mK9uaYwizuhkX1kW0P1hUO2FmDzOmTumNphBCCHEWOWM2utFadwFvfFPZd+mTCWvBscmERDi5NmsDFoOLv6yaR6rJRmyYg8bt5fxx9WI82sXsUaM4f+RdmAxBJB54jvS6XSyOyOCtEYNQgzahQlowVcWSURLH9UM3khS8lg5THLvGPU1D/FQa2h28tqaAnRV+BJobmRXvJCusGwNetMlKlM1G1rDBcvldCCHENzpjAv5M9Mnxr+ePP8yIpBfRwO8Xj2RkjJVIi5PDq/aweMtS0qMjmTFuNoNir8XtamN87oN0eTr4XdoYjkwNREV8iPJYMew7j2uD/Phh5GJC6j1sCZjOJv8LiTUNZeOOclYfrEV7vYwO6eKy8YOIjoz4wix4CXYhhBAnSgL+K9jtdlav30pMRhA5aS/gdJl4a900xkRbCTBpLnQOIzSxme7RQxk6+HtEB0wgsH4nOQdf4qOAcF4cmIFzfAEqrAPVNIgh9UO507qEkZSR1xnBf7xzsASPprrVxL8+KqXDBTkxivEh7SRlDv90Hfsnn+UAGCGEECdDAv44cnNzeeGtFXh0IdmJuTg9oWw6fBWh3eW8v+wtYlUYaee10a3KyRl2K0GWVNIOv0JE9TYejBnEzvFuzBkHMbj9UNsHc0e4l6uMj9HmtXJX+QS2hF+MX0Qsla1WWh1eRiUEcv9loxiaEMpzr7xBcKgcACOEEOK/IwF/DLvdzgtLV5MyIpARkbnUtwWx5KPz0OXrWbHiQ/BoskbYKO2wY7Ndi8nlJWfnoxzxdnL/tItpGbIFS2A9jsMBzG1P5Y6QtcQbO3mlLJqHj/THOGwuXv8kWts0/gYXKd2lDGruIkynA6FyAIwQQohTQgL+GDv25ZOQ0sTIqHeo74hlydqJHFj5BoWFhQyLH8Clo9KwRAwg1G8WIY2FDDn4As94NJuvGwEJy1AuP/y3pfKYuYALbcs56gjhx/aLOBg6ho7BFrzB/TA63MSpVuIDzAwank35rrU8/NRLJMeEExkWQm2RnYxR42QnOiGEEN+aBDxf3Ia2qWEpYwZvobq1H6t2zSPDUsOGugZunrCAAQkOHNZsgq3jSTv6PtTncqvNRPPF3Zij83AVh3NNnYE7ojajtJcn7QMoGXE71eGhlDeANnuxttkJaCggI3s8KSnJdLY209rtJTZzLF3OBkJTh1G/N5fmol00mayyE50QQohv5ZwP+E+Wwmm/YJRhA6OHbGZnfgT//lcXl85tIckvkX8suJ3i5u0YAuZgMyQwfN8TbDC7+dfkQMwjqjB2m0g/PIRHvFsZGN3AJkc6z3MpBQHB1FWF4fRoksNMjI4xU3yom5IaN/3iYjB6PRTvyyN18EgiYhOoPVBGqC2CtOE5mFrtzJ89o7ebRwghxFnqnA/4Hfvy0X7BuDsXMzD2I95aHsk/n9iP2+1CDZ9MAKUc6SgjOGwhoR2tJBb8hcdSYsiffBRLWAfKHssdTR1cH7SMOm8ov2m9jHXWqdQTQmeAmVCcDI72J9pfk5CQiHJ00HBkD7tXv8XYceOJjo4kNjmVztYWQoKDAZlUJ4QQ4r93zgd8XVMLVstyIqwfc/c9kLs5l8TERH425weEd9opc0FI2PdJrNpGlf1j7pgVg2PAAXCYGb4vjicC9xMc1MW73sn8oSiVytBheC0RRPgpsvxb2btpFd2jptHQCR2RNuhu4cqrryZv0zqGDB2COlJCfVUFruYqckYMBWRSnRBCiP/eOR3wWntJiFqOxbieH9/SQWlRC9OnT+f7I+fTaN9IizGdkKBxpBW8ylu2Ltbf0I3JVoAhX/FnVyMzQo5QZMnkPsN17FSZ2Ps58VNupqb6E+BuJzQ6ne6GSirth2loqSM1oJucUaOxWK2cnzUEU6sd//YKqu01DB8znojoWFqaGmRSnRBCiP/aORvwXq+bVat/iMe1jnX7Epg9eS76Qi+T/QdgL/sYk/80bJ5wAvOf4v4cD80jyzE6/ZhXFs+91u10mk38rmYaK2NupKrbhMJBOjXcc9FQXlv+Maa0HPwCAunXP53W5q2kTZpGSFgAFqvVF+BTJ306ce6TSX5lezfJpDohhBCnxDkZ8F6vg/vum8Zf/rKVIcOTuHjKHMzxbtKbzZSWb8Qv+HtEN9opMX3A4msb8QS1EnbUwvOqiYH6MG93DOH+xhk0RY1CdxkJdTeiD3zIeZNG0dTSQqhFYXU2UHugjLDgYC66YDINzS0U79zA8GjTlwJcjncVQghxqp1zAV9dXcY110xkzZpyUlJjGDN0Ph7lJbm2i6rmMvxDriW6fC3/7reb0gkNGJxWvn/EwC+NRyhxRbCw+ftsDJyKN8aEn6MZW+0ubAFG0qZOYdLcebS1NNHi3MHw6CgmTJry6eu2NDUwMskmM+OFEEJ8J86pgF+9ehlXXHE57e0OLr54DNnD52BRJsLtVTQ6QwiyzqKzbAmPzCzEFdFJWlMETzYdwIaLv9Vm8WLUz2kIMmHWLtKCPUQFOHB2G4lJG8aEsaMwGAyE2iIYMXYSezavJTI6VjarEUII0SvOmYB3u9toa/sr/foZuHruNbjMA/H3mvErKaDTOAqb25+16jnyrq7E2G1kUUkn1+ky1rclcFfTPCpizkd1dJPs10lmTCCVRfm4uusJNism5IwgMiLy09dK6Z9Ga9lBTK12ykrzZVxdCCHEd+6cCXijMZDMzGweu2MqGwqdhHhMGI7mo/1nEth8lGezF9MS18EQu4unXdU4nFZudyzkHfN0dKSXsMaDxHWX09pQiTO1P5eOGcWMqdexY18+bpPxC6/V1tJERmqyXI4XQgjRa86ZgNcuTfnKLDY37SPMaUKXFmP2m0edYRtvzF2F1Wnk9/ZmZjlb+Y9zKn90X0mrKRh3zRGiDe1k9k8ic+BEqgt3k90vmJuuv/rT516+YQeAXI4XQghxxjhnAr69vZVdjYcI6/Kiq1oJME5mVfJLFKSUMrnZwO+bSyh1JXBx923sNw3BqFw49i4nyBZNaEwEgUFBBIbaiEkfzq7dqz593sTEROZM8u2IJ5fjhRBCnCnOmYCvK63AWlQMpkyUMZRnxj+Gn9HAP6oaGNXp5o+OK3lJzcOonIS5G7Hgoqu1moCUgbg624mPi/M9kcGEQn3huWWZmxBCiDPNORHwdrud1QeLCA6ewsHgXFYMXsPsFie/ba5hjTOLaZ7vU+cNJLS9mAFJCQRG9ae6opyWoEB0ay2x/ZMIDgujs72NutLDZA3O6O23JIQQQnytcyLgd+zLJ6hfAn897yECnF08W11DfGcwt7juYINnKMbqA6iiTQQlZ9DWbMRsNWPpqGXowAwcbU3EBxuoLT6AGQ/JgR5mTJ3S229JCCGE+FrnRMDXNbXSP7Y/j9fWM7C9mZfcF/F393xMHgfx1EFIAJ3+Viy6i7LNy2gL8ic9NZXJ47IYlplOZX0TdU2tRNlsZA0bLJfjhRBCnPHOiYCPsoVQ3ergSOsl3O0aSHGLCWPnYfxMGkt0IjVlhzEGRTHh0ptwdrTRXpTLXf/veglyIYQQZy1Db1fgu5A1bDD71q/g7cZU2tq7CPW0oNvqqSvcQ93BbUQmphGXOoSa+kYi4xJQYXHs2CfnsQshhDh7nRMBn5iYSGd7CwOi/EmwBeFpqSJtxDj65cygw+nE5HUSk5xGZ7eDro4OYqKiqWtq7e1qCyGEEN/aOXGJHqCt20XW+WMxGk34W83UN1Rgam+lqzyfkKxxWAJCcLXU0FZXSUZCOFGmc6ZphBBC9EHnTIrFR9lorKkiKr4f6QMHocqqCHF0E9RejrPqEGV15YwaMpD0hHBobyBLdqITQghxFjtnAv6SmVN5/LUPgPGEx8QRZvFyKG8tYzP7k5bSD6UMeI1GokydZMlOdEIIIc5y50zA5+TkcBvwzoo1HNrdRHyUjUd+8X1ycnJ6u2pCCCHEKXfOBDz4Ql4CXQghxLngnJhFL4QQQpxrJOCFEEKIPkgCXgghhOiDJOCFEEKIPkgCXgghhOiDJOCFEEKIPkgCXgghhOiDJOCFEEKIPkgCXgghhOiDJOCFEEKIPkgCXgghhOiDJOCFEEKIPkgCXgghhOiDJOCFEEKIPkgCXgghhOiDlNa6t+twyiil6oDS3q5HL4oE6nu7En2ctPHpJe17+kkbn37fZRsna62jjveNPhXw5zqlVJ7WOru369GXSRufXtK+p5+08el3prSxXKIXQggh+iAJeCGEEKIPkoDvW57p7QqcA6SNTy9p39NP2vj0OyPaWMbghRBCiD5IevBCCCFEHyQBL4T4ziilwpVS05VSkb1dFyH6Ogn4s4hSKkYptaHna7NS6n2l1Gal1E0nUya+TCkVqpT6QCm1Sin1tlLKopR6vqfdfv25+51QmfgypVQcsAwYA6xRSkVJG596Pb8ndvV8Le17CimlTEqpMqXU2p6PYUqpe5VSuUqpv3/ufidUdrpJwJ8llFI24EUgsKfoNiBPaz0emKeUCj6JMvFl1wJ/1lpPB6qBqwBjT7vFK6UylFKXnUhZr72DM98Q4Bda6weBFcA0pI1Ph0cB/xNtS2nfkzIcWKy1nqK1ngJYgYn4/mi1K6UuVEpln0jZd1FZCfizhwe4EmjtuT0FeL3n681A9kmUiWNorf+htV7VczMKuI7P2u1jfP85p5xgmTgOrfVqrfVWpdRkfL/oZiJtfEoppaYBHfj+SJ2CtO+pNg64VCm1USn1Mr4/Ut/Uvtnqq4FJwOQTLDvtJODPElrrVq11y+eKAoGKnq9bgZiTKBNfQSl1HmADypH2PeWUUgrfH6ouQCFtfMoopSzAPcCdPUXyO+LUywXO11pPBJoBf87gNpaAP3u14/vhAgjC9295omXiOJRS4cDjwE1I+54W2udWfFeTxiFtfCrdCTyhtW7uuS0/w6feXq11Vc/XhzjD21j+Ic9eO/jsUtoIoOQkysQxeno/rwN3aa1LkfY95ZRSi5RSC3tuhgGPIG18Kl0I3KqUWguMBC5C2vdUe0kpNUIpZQQuxdczP2PbWDa6OcsopdZqracopZKB5fjGc8bj6w0lnkiZ1trTG3U/kymlbgEeAvb0FP0L+CXwETAbX1tqYMM3lR0zlCJ69EwUfR3fxKT9wF3AeqSNT7mekL+YE2jL45VJ+x6fUmoo8Aq+4aV3gd/ga7s8YFbPR+mJlGmtj572+krAn72UUvH4/ipc8cl/yBMtE9+sJ5CmA+u11tUnUyZOjLTx6SXte/oppfyBucBOrXXxyZSd9rpJwAshhBB9j4zBCyGEEH2QBLwQ5xil1CU9Y4kn85jAnseZv8XrWZRSYSd436CTfX4hxPFJwAtx7vkV8IOTfIwReAnfzGwAlFIGpZTfsXdUSqUrpWo/VzQdKOlZhviVev54+Egp9axSynSS9RNCHEPG4IXow5RS5YAX30zpTwQDJqDpc2UGYJ/Wem7P44rx7ej3dSsujIBTax3RE843AIvxbRS0SWud3PNcLwP5PVvUflIvM+A9dkWHUmow8B6+2cZXafkFJcS3JgEvRB+mlGoDcrTWh77hflcBt2itz++5XQDcCGw/TggbgEzgPGCd1vpIzwzhTnzr24OBjVrrlJ4VHEd6vge+JXImfMuMfqy1fvE4dUkGtgMPa63/8m3etxBCLtEL0dfVAy6l1NNKqUqlVKlSql4pZVdKlSilKpRSLwBH8a2D/oQH3zrqKqVUg1Jqk1LqHqWUHd9e56vwbfSR03N/V89nxzGvfzfwmNY6UmsdCfwd+KPW2u944Q7Qs9HQB8BvlVIh/3ULCHGOkh68EOcI5TuD/UkgGrj4c/skZADtn9uCE6VUPnCt1nqXUuqfwFp8G3sY8Z1Q6NZaP/C5+5vwhbw/EAlsBObh22CpCfi51nqlUuo/wBqt9fNfU88IoBjfeQAvaK0fPUVNIMQ5RXrwQvRxPVtr/gHYie//fBi+y+QopTKBlcBfj3lYENCtlBoBTMU3th6G7xS4dCBDKTVHKTX6a156ML7DT5bjO7EMYBif7Rb4VRb11OkRfFuvGr/xTQohvkQCXog+SikVoJQ6gO8IUCe+y+m7gVRgsVLqbnx7ZD+ktb7imIdHAW3AG/iCfQ+QDMyhJ+Dxbbk57KteX2v9utb6GWApMF8pFQ3066nDV9U5Hd8Vgj8DSwA/4JqTeNtCiB6yFEWIPkpr3amUugbfJLcp+Ma1N/d8vR3fCVdr8YX/p3rGvU34zhQfB6QBf9darwPWKaV+xzGX6IHsns9L8IX/523EdyjHs8BbWmv38erbM3nvOeBVrfWWnrI/AQ8opd7XWjcd73FCiOOTgBeij+pZo34Rvh5wO/ATfL3xl/Cda/3Jx5NKqbe01m09Dx0CFAEL8S15awdye57P/bnnNwAWrXU3UAc8jS/gj+K7agCA1trbs1Tubr6mx4/vknwGcPnnyv7eU+/XlFIX97yWEOIEyCQ7IfowpdT/AAVAPnAvvkvkC3s+orTWP1dKvQb0xzeprlAp9WsgBd/peh/jC+xH8U3QC8e3rt6Lb8KdRWttPeY1E+lZJtdzezy+te1dwAp8y/GOvWpwL77T+yZrrXcd873zeuqxC7i6Z5a9EOIbyBi8EH1Uz8z2g8D3gXX4lsFNxbd0bjyfbXRzA1AD7FFKDey5/Q6+M6t3A+fj69VfiW/iXFrPRzow6Djb0Crfy6sApdSdwIfAg8DQnsfsVEotVEqFKqWSlFLvA/8DXH5suAP0XK6fj++M831KqZT/olmEOGfIJXoh+q4g4Lf4Jrld3zMm/yPgKXxj8X8H0Fp3K6UuxjcJLxBoBNbgO6u9G19v/mJ8IZwJROBbDmfE15MfeMzrWvFNjrsHWADM1VpvAFBKXQDcCtyOr1fe1vOa52utd3zVG+lZYjcBmKS1Lvm2DSLEuUQu0QtxDumZQJektd7/Nfcx9IybR2mt6/7L1/OTcXMheocEvBBCCNEHyRi8EEII0QdJwAshhBB9kAS8EEII0QdJwAshhBB9kAS8EEII0QdJwAshhBB90P8HUIAUu+TXUeYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "engel=pd.read_csv('e:\\\\data\\\\engel.csv')\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.scatter(engel.income,engel.foodexp,edgecolor='k',alpha=0.3)\n",
    "params=[]\n",
    "for i in np.arange(0.1,1.0,0.1):\n",
    "    ###tau取值从0.1到0.9分别进行分位数回归。\n",
    "    #通过设置fit函数的q参数调用不同百分位的回归拟合。\n",
    "    results=smf.quantreg('foodexp~income',data=engel).fit(q=i)\n",
    "    params.append(results.params)\n",
    "plt.xlabel('家庭收入',size=14)\n",
    "plt.ylabel('食品支出',size=14)\n",
    "\n",
    "###采用最小二乘法的线性回归\n",
    "results2=smf.ols('foodexp~income',data=engel).fit()\n",
    "ols_parm=results2.params\n",
    "\n",
    "X=np.linspace(np.min(engel.income),np.max(engel.income),30)\n",
    "quant=np.round(np.arange(0.1,1.0,0.1),1)\n",
    "\n",
    "###不同分位数的回归直线\n",
    "for j in range(len(params)):\n",
    "    pa=params[j]\n",
    "    plt.plot(X,pa[0]+X*pa[1],label=('q='+str(quant[j])))\n",
    "    plt.text(np.max(X)+20,pa[0]+np.max(X)*pa[1],str(quant[j]))\n",
    "\n",
    "###普通最小二乘的回归直线\n",
    "plt.plot(X,ols_parm[0]+X*ols_parm[1],'k--',label='OLS')\n",
    "plt.text(np.max(X)+20,ols_parm[0]+np.max(X)*ols_parm[1],'OLS')\n",
    "\n",
    "###沿Y轴最大值画一条水平直线作为参考\n",
    "plt.hlines(y=np.max(engel.foodexp)+1,xmin=0,xmax=5300,\n",
    "           colors='r',linestyles='dashed',alpha=0.4)\n",
    "plt.xlim(np.min(X)-100,5310)\n",
    "plt.legend(fontsize=14)\n",
    "plt.show()"
   ]
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   "metadata": {},
   "source": [
    "---------------"
   ]
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